anthony-chaudhary

anthony-chaudhary/fak

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

8 stars 5 forks 8 watchers Go Apache License 2.0

agent agent-security agentic-ai ai-agents ai-safety ai-security capability-security firewall golang inference kv-cache llm llm-agents llm-inference llm-serving llmops mcp prompt-injection self-hosted tool-poisoning

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90 Open Issues Need Help Last updated: Jul 1, 2026

Open Issues Need Help

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feat(observability): Metrics/Telemetry Production [F-003] about 7 hours ago

enhancement help wanted integration observability priority/P1 substrate track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(metrics): TTFT/TPOT/ITL/goodput/queue/KV-util serving surface - two emitters, one schema (build-on #47) about 7 hours ago

help wanted agentic-serving observability performance priority/P1 track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

Dev kit: `fak backend scaffold <name>` generator (taxonomy + cgo stub + parity test) 1 day ago

enhancement good first issue substrate track/C-gpu-backend gen/next

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic(agentl3): external L3 disaggregated cache as a fak-governed tier 1 day ago

enhancement help wanted agentic-serving agentl3 epic priority/P1 substrate trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(engine): SGLang adapter behind the EngineDriver seam (RadixAttention signal + scheduler metrics) 1 day ago

help wanted agentic-serving performance priority/P1 prompt-caching track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic(comm): MPI-shaped message-passing primitives for fak agent fleets 2 days ago

enhancement help wanted epic orchestration priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(testing): Comprehensive Coverage Goals [E-002] 2 days ago

enhancement help wanted coverage priority/P1 substrate testing track/E-testing-quality

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(ci): CI/CD Improvements [G-001] 2 days ago

enhancement help wanted ci-cd priority/P1 substrate track/G-foundation

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

infra(bench): enforce lineage fields (version/date-time/commit/machine) in EVERY benchmark emitter 2 days ago

enhancement help wanted benchmark priority/P1 substrate track/G-foundation

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

track(metal): Apple-Silicon Metal GPU steps — close the M3 Pro SOTA gap [C-001 breakdown] 2 days ago

help wanted epic gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(cpu): close the 4.5x fak-CPU vs llama.cpp-CPU prefill gap (extract-once int8 q4kGemm) 2 days ago

help wanted gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

test(metal): fak-Metal vs llama.cpp-Metal parity + perf gate (toward 51.55/7.29) 2 days ago

help wanted gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic(serving): throughput parity + trust/L3 over one shared spine — the worst-regret sequencing plan 2 days ago

help wanted agentic-serving epic priority/P1 research

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic(serving): large-scale disaggregated serving - dual-track (RIDE + NATIVE) over one shared spine 2 days ago

help wanted agentic-serving epic performance priority/P0 substrate track/G-foundation

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): network StageTransport — pipeline-parallel stage handoff over the wire (NCCL/RPC under the proven seam) 2 days ago

enhancement help wanted agentic-serving compute model-arch multi-gpu priority/P1 track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(engine): vLLM-V1 adapter behind the EngineDriver seam (HTTP + KV-events) 2 days ago

help wanted agentic-serving openai-api performance priority/P1 track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

chore(brand): file the `fak` wordmark + reserve `fak-certified` before the first external implementer 2 days ago

help wanted licensing priority/P1 brand

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic: S7 write-time durability gate - context is not memory 2 days ago

enhancement help wanted agentic-serving epic priority/P1 substrate trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic(modelroute): model routing as a first-class spine (per-aspect + ensemble) 2 days ago

enhancement help wanted epic model orchestration priority/P1 model-routing

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(metal): resident weights in unified memory (no per-call upload) 3 days ago

help wanted gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(scheduler): admission control + priority + fairness gate (under #36) 3 days ago

help wanted agentic-serving batching performance priority/P1 track/B-performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(scheduler): continuous-batching iteration scheduler over StepBatch (build-on #46) 4 days ago

help wanted agentic-serving batching performance priority/P1 track/B-performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(serving): per-worker prefix-residency index + cache-aware power-of-two routing (build-on #45) 4 days ago

help wanted agentic-serving performance priority/P1 prompt-caching track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

scoreboard: declare a dos.toml lane for the scoreboard leaf (clear the commit-preview advisory) 4 days ago

enhancement good first issue dispatch

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(metal): hybrid (Qwen3.6 Gated-DeltaNet) Metal prefill — lift requirePreNorm 5 days ago

help wanted gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(metal): q4_k device GEMM — upload q4_k (f16/int8), not Q8-dequant->f32 5 days ago

help wanted gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(cuda): Fused Kernel Optimization [B-005] 5 days ago

help wanted cuda gpu performance priority/P1 track/B-performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(metal): one MTLCommandBuffer per forward pass (async/stream pipelining) 6 days ago

help wanted gpu metal performance priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

Two divergent "DefaultPolicy" floors: `fak preflight`/`serve` (airline) vs `fak guard` (coding) share a name 6 days ago

enhancement good first issue

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

fak guard: no actionable guidance when `claude` is missing or not logged in (cold-Mac dogfood) 6 days ago

enhancement good first issue

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

slop(dead_code): delete or wire the 27 dead unexported symbols (cmdTraj not wired into main, …) 6 days ago

enhancement good first issue priority/P2 rsi

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

fix(sessionbench): reconcile -quant default polarity across benches (the last bench-DX debt point) 6 days ago

enhancement good first issue benchmark priority/P2 rsi

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

slop(vacuous_tests): add real assertions to the 4 no-assertion tests the scorecard names 6 days ago

enhancement good first issue priority/P2 rsi

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

docs(readme): 'fak' acronym is never expanded and the product has 4+ inconsistent taglines 7 days ago

documentation good first issue priority/P2 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(examples): make adjudication-demo auto-fall-back to the in-kernel gguf forward when ollama is absent 7 days ago

enhancement good first issue agentic-serving priority/P2

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

fix(scripts): harden model-fetch (checksum + non-interactive + fallback) so first-run setup can't silently fail 7 days ago

enhancement good first issue agentic-serving priority/P2

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

fak(modelbench): -lean (quantize-at-load) only works with -hf, not -gguf → f32 dequant OOMs above ~7B 7 days ago

enhancement help wanted benchmark loader priority/P1 track/C-gpu-backend

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

bench(gcp): re-run fak-cuda on a real GPU — build bug fixed (01ca1e2) but head-to-head still missing fak's device number 7 days ago

help wanted benchmark cuda gpu performance priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(governance): wire L3 KV-governance referee + native exact-span eviction (build-on #504/#532/#129/#135) 7 days ago

enhancement help wanted agentic-serving priority/P1 security substrate track/A-model-support trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(serving): orchestrate external P/D disaggregation + govern KV-transport bridge (NIXL/Mooncake/LMCache) 7 days ago

enhancement help wanted agentic-serving priority/P1 track/F-integration-tooling trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(serving): node membership/health/drain/failover loop feeding the router 7 days ago

enhancement help wanted agentic-serving deployment priority/P1 substrate track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(gateway): Prompt Caching Features [F-002] 7 days ago

enhancement help wanted agentic-serving integration priority/P1 prompt-caching track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(integration): AutoGen Integration [D-004] 7 days ago

enhancement help wanted agent-framework agentic-serving autogen integration priority/P1 track/D-agent-framework

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(integration): CrewAI Pattern Support [D-003] 7 days ago

enhancement help wanted agent-framework agentic-serving crewai integration priority/P1 track/D-agent-framework

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(serving): Continuous Batching Integration [B-004] 7 days ago

help wanted agentic-serving batching integration performance priority/P1 track/B-performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(decode): Speculative Decoding [B-003] 7 days ago

help wanted model performance priority/P1 speculative-decoding track/B-performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): Production Mixtral 8x7B/8x22B [A-006] 7 days ago

enhancement help wanted model model-support moe priority/P1 track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): Production Qwen2.5 Checkpoints [A-005] 7 days ago

enhancement help wanted model model-support priority/P1 qwen track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): EXL2 Format Support [A-003] 7 days ago

enhancement help wanted model model-support priority/P1 quantization track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): GPTQ Quantization Support [A-002] 7 days ago

enhancement help wanted model model-support priority/P1 quantization track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(modelroute): wire a single-model route into kernel/gateway dispatch (set ToolCall.Engine pre-submit) 7 days ago

enhancement help wanted agentic-serving priority/P1 security model-routing

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(comm): first-class agent communicator (rank/size/split + spawn membership) over a deterministic adjudicated group 7 days ago

enhancement help wanted orchestration priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(kernel): ReapAny / ReapAll over a handle set (MPI_Waitany/Waitall analogue) 7 days ago

enhancement help wanted orchestration priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(kernel): non-blocking TestHandle poll returning StatusPending (MPI_Test analogue) 7 days ago

enhancement help wanted orchestration priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(comm): deterministic adjudicated bcast/scatter/gather/barrier over the agent communicator 7 days ago

enhancement help wanted orchestration priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(agenttopo): declared agent communication topology - a who-talks-to-whom DAG with neighbor gather over Combine 7 days ago

enhancement help wanted orchestration priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(gitgate): collective-commit barrier - N disjoint-lane workers fold into one consistency-checked shared-trunk write 7 days ago

enhancement help wanted orchestration priority/P1 trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(cohort): agent-cohort shrink/agree - re-form a working group + reach quorum despite a crashed member 7 days ago

enhancement help wanted orchestration priority/P1 trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

epic(cache): vCache — a virtual API cache over providers we don't control 7 days ago

enhancement help wanted agentic-serving epic priority/P1 prompt-caching

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(taskmgr): distinguish claimed progress from DOS-witnessed completion 7 days ago

enhancement help wanted observability priority/P1 substrate testing

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

design(kv): prove bit-exact middle-span Evict survives paged/block KV (Evict-on-paged tension) 7 days ago

help wanted model-arch pagedattention priority/P1 research track/B-performance trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(kv): paged/block KV allocator carrying the bit-exact Evict value-add (build-on #36) 7 days ago

help wanted compute pagedattention performance priority/P1 track/B-performance trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

No Mac/Linux keep-alive (launchd/cron) for the DOS dispatch supervisor — keep-alive is Windows-only (and stale on v0.28.0) 7 days ago

enhancement help wanted deployment dispatch priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

Cross-node lane lease: GitRefStore implemented — wire/activate for global lanes + decide the FLEET_LANE_ALLOWLIST seam 7 days ago

enhancement help wanted dispatch priority/P1 trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

design(agentl3): referee-sidecar seam in front of an external L3 get/set (control-path G1/G4/G5/G8) 7 days ago

enhancement help wanted agentic-serving agentl3 priority/P1 substrate trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(l3): referee sidecar — durability-gated L3 admission (G6) + return-digest verification (G1), control-path only 7 days ago

enhancement help wanted agentic-serving priority/P1 trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

RSI: run the dos-self-improve loop end-to-end on fak (propose→witness→keep/revert) 7 days ago

enhancement help wanted agentic-serving priority/P1 trust-floor

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): add vision/multimodal support with proper governance 7 days ago

enhancement help wanted model-arch priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

bench(fanbench): add tuned shared-prefix serving baselines for vLLM/SGLang/llama.cpp 7 days ago

help wanted agentic-serving performance priority/P1 research

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(qwen35): profile and accelerate Qwen3.6 first-token prefill/decode 7 days ago

help wanted compute model model-arch performance priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(qwen35): cut Qwen3.6 GGUF->Q8 load time and page churn 7 days ago

help wanted loader model model-arch performance priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

obs(audit): `NS_INCLUDE_PREFIX="C--work"` default silently zeros the audit pass — 7 dashboard panels + FleetTokenWaste alert dead on every non-operator host 7 days ago

bug help wanted priority/P1 substrate

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

gpu(compute): single allocations over the device per-resource size cap (~2GB) aren't detected or chunked — 7B+ panics on vkAllocateMemory 7 days ago

bug help wanted compute gpu priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

gpu(cuda): no residency budget or OOM fallback — dalloc hard-panics; 7B will crash on the 8GB laptop (Vulkan Stage-1 parity) 7 days ago

bug help wanted compute gpu performance priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

gpu(compute): residency-budget dlUsed never resets/decrements — second model load in a process spuriously trips the budget 7 days ago

bug help wanted compute gpu priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

gpu(compute): buffer recycle pool is size-keyed only — host-visible and device-local buffers cross-recycle (silent residency downgrade) 7 days ago

bug help wanted compute gpu priority/P1

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(benchmark): N=100-1000 Agent Benchmark [D-001] 7 days ago

enhancement help wanted agent-framework agentic-serving benchmark priority/P0 track/D-agent-framework

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(vulkan): Vulkan Backend Optimization [B-002] 7 days ago

help wanted gpu performance priority/P0 track/B-performance vulkan

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

perf(prefill): Close Prefill Throughput Gap [B-001] 7 days ago

help wanted cuda gpu performance priority/P0 track/B-performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): HuggingFace Hub Direct Loading [A-008] 7 days ago

enhancement help wanted loader model-support priority/P0 track/A-model-support ux

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(model): Production Llama 3.x Checkpoints [A-004] 7 days ago

enhancement help wanted llama model model-support priority/P0 track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(gateway): fleet router skeleton - N-upstream dispatch + static replica registry (build-on #46) 7 days ago

enhancement help wanted agentic-serving priority/P0 substrate track/F-integration-tooling

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(gpu): Multi-GPU Tensor Parallelism [A-007] 7 days ago

enhancement help wanted gpu multi-gpu performance priority/P0 track/A-model-support

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

feat(dogfood): port the opt-in gguf/kernel backend to dogfood-claude.sh (bash parity with .ps1) 7 days ago

enhancement good first issue agentic-serving

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

docs(policy): curated policy-template starter pack (vetted, documented, round-trip-gated presets) 8 days ago

documentation good first issue ux

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

examples: runnable fleet/multi-agent reuse demo (the project name, with zero runnable example) 10 days ago

documentation enhancement help wanted agentic-serving performance

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

examples: flight-booking agent policy (the canonical README demo task has no policy file) 10 days ago

documentation enhancement good first issue

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

docs(readme): safety table uses arrow notation (✓ → ✓, YES → no) without defining which side is without/with fak 10 days ago

documentation good first issue

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

docs(readme): 'agent --offline' 2-minute demo doesn't say what task/policy it runs 10 days ago

documentation good first issue

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning

docs(readme): wrong issue linked for the go-install limitation (#81 should be #133) 10 days ago

bug documentation good first issue

anthony-chaudhary/fak

8

fak — the Fused Agent Kernel: treat the model like an untrusted program and the tool call like a syscall. One Go binary — a default-deny capability gate the model can't talk past, plus an addressable, bit-exact KV cache.

Go

#agent#agent-security#agentic-ai#ai-agents#ai-safety#ai-security#capability-security#firewall#golang#inference#kv-cache#llm#llm-agents#llm-inference#llm-serving#llmops#mcp#prompt-injection#self-hosted#tool-poisoning