AKP Anthropic Kernel Path

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Month 6 — Serving papers, prompt cache, sampling postmortem ×2, RSP + constitution, Why Anthropic, take-home path, public artifact

Roadmap late P2 / early P3. This month is the first time the company-shaped reading is Deep 1, not leftover evenings. Kernels do not stop.

Month goals

  • Serving papers: Orca, Sarathi-Serve, DistServe. Whiteboard each: what problem, what invariant, what kernel implication.
  • Prompt caching implemented mentally (and a tiny simulator): prefix key, hit/miss, invalidation, TTFT vs decode, what KV pages you keep.
  • Sampling postmortem twice (read, write, re-read): https://www.anthropic.com/engineering/a-postmortem-of-three-recent-issues
  • RSP v3.4 + 2026 constitution. Specific, dated.
  • Why Anthropic draft (200–400 words) that could not be pasted onto OpenAI.
  • Take-home sport aiming at the < 1,487 path (you may not hit it; you must see the next 2×).
  • One public artifact good enough to put at the top of a resume (even if you will not apply for a year).

Week 21 — Serving papers

DayDeep 1Deep 2Paper / bookFri / Sat
MonOrca (OSDI '22). Iteration-level batching. Draw vs static batching.Tiny continuous batcher (drill #3 in 05-interview/drills.md).https://www.usenix.org/conference/osdi22/presentation/yu
TueSarathi-Serve (chunked prefill). Stall-free.Extend the batcher with a token budget + chunked prefill.https://arxiv.org/abs/2403.02310
WedDebug the batcher.Take-home.None.
ThuDistServe (prefill/decode disaggregation). When it wins.Inference design #5: disagg vs colocated.https://arxiv.org/abs/2401.09670
FriTake-home sport. Start the 1487-path list: remaining bottlenecks, ranked.
SatLong build: notes/serving-three-papers.md — one page each, kernel implications in bullets.
SunOff-ish.

Week 22 — Prompt cache + postmortem pass 1

DayDeep 1Deep 2Paper / bookFri / Sat
MonPrompt caching post (Aug 2024). https://www.anthropic.com/news/prompt-cachingSimulator: system+tools prefix frozen; user turns miss. Hit rate vs TTFT.Context engineering essay (SHOULD): https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents
TuePostmortem pass 1: timeline, three bugs, platforms. Hand notes only.Write notes/postmortem-p1.md: what you would have monitored.Postmortem.
WedDebug cache simulator.Take-home.None.
ThuMany-shot jailbreaking (Anil Apr 2024) as a context-length / product paper, not an attack recipe.Design #6: cache keying + tenancy + invalidation on weights publish.https://www.anthropic.com/research/many-shot-jailbreaking
FriTake-home.
SatLong build: cache simulator in the public repo.
SunOff-ish.

Week 23 — Postmortem pass 2 + RSP + constitution

DayDeep 1Deep 2Paper / bookFri / Sat
MonPostmortem pass 2: XLA top-k deep dive. bf16 vs fp32, xla_allow_excess_precision, approximate vs exact top-k.Recite the three bugs to a camera, 12 min.Postmortem again.
TueRSP v3.4 current page + changelog (Jul 8, 2026 items). https://www.anthropic.com/responsible-scaling-policyWrite: what changed from "ASL as a model label" to thresholds + Risk Reports, in your words.Aug 2026 Risk Report (SHOULD) if you can get the redacted PDF.
WedConstitution (Jan 22, 2026). Priority order + hard constraints idea.Culture drill: one real disagreement.https://www.anthropic.com/news/claude-new-constitution
ThuWhy Anthropic v1 (200–400 words). Specific. Include a platform (TPU/Trainium/NVIDIA) and a first-six-months artifact.Take-home (shorter).Core Views, 2h BG if never read.
FriTake-home sport. Hunt 1487-path item #1.
SatLong build: Why Anthropic v2 after sleeping on v1. Throw v1 if generic.
SunOff-ish.

Week 24 — Public artifact + close first 6 months

DayDeep 1Deep 2Paper / bookFri / Sat
MonPick one public artifact to make unmistakable: FA1/FA2 writeup or pager or GEMM worklog. Polish numbers.Greenhouse paragraph (one para + URL).None.
TueBlank-page exam (6h energy, split): attention+FA, KV, TP, CAI, postmortem three bugs, RSP one change, constitution order.Fix whatever failed.None.
WedDebug / polish the artifact.Take-home.None.
ThuDesign #7 (full 45 min, as if onsite).Timed 90 min incremental system.None.
FriTake-home. Write the honest number and the 1487-path (what is left). Email door is not this month unless you are actually under 1487.
SatMonth 6 / half-year artifact. Tag month-6.
SunOff. Plan months 7–12 from months-07-18.md.

Month 6 exit criteria

Artifact

The half-year repo should contain: take-home changelog, Triton FA, pager, TP notes, serving notes, postmortem notes, Why Anthropic, Greenhouse paragraph. If a stranger cannot find a number in 60 seconds, the artifact failed.

You are not ready to apply. Roadmap apply-gate is 00-the-job/roadmap.md. Burning the 12-month clock now is how people stay out.