Devin GPT-6 Astra Self-Testing Moves Review to Evidence
Devin GPT-6 Astra self-testing shifts code review from reading diffs to auditing evidence. Here is the pattern, its failure modes, and audit criteria.
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Training a Diffusion Model From Scratch in 3.5 Days
Training a diffusion model from scratch can cost hundreds, not millions. The full math behind a 210M DiT built in 3.5 days on one RTX PRO 6000.
OpenAI Navier-Stokes, a Reported $40M Lesson in Verification
The OpenAI Navier-Stokes run reportedly burned $40M and 130 billion tokens yet produced no verified proof. Verification, not generation, now binds.
Netflix MAPS Teardown and What Actually Transfers
Netflix MAPS teardown: how multimodal asset personalization ranks artwork and previews per member, what results it drives, and which patterns transfer.
Meta's AI Second Brain Runs on a Knowledge Supply Chain
Meta's AI second brain shows why agents live or die on the knowledge supply chain, not the retrieval stack, and what small teams can copy first.
AI Text Watermarking in Python, Three Families Tested
Hands-on AI text watermarking in Python: how the three families work, what survives copy-paste, edits, and paraphrasing, and when to watermark or detect.
KV Cache Math for Million Token Agent Runs
KV cache math explains why every decoded token reads the whole context, and what eviction and quantization can cut from million-token agent bills today.
GPT-6 Astra Pricing at $6 an Hour, Audited
GPT-6 Astra pricing pitches an AI engineer under $6 an hour. We audit the real per-task costs, hidden token overhead, and what saturated benchmarks skip.
Prompt Dependency Graphs That Shrink Your Retest Set
Build a prompt dependency graph to compute the blast radius of any prompt change and rerun only the evals your multi-prompt LLM system needs.
TontaubeV1 Review With Serving Math You Can Run
This TontaubeV1 review audits the 2.9B character-level TTS model with serving math builders can verify, covering VRAM, latency, and long-form narration.
ChatGPT DSA Designation Sweeps In Every AI Search Engine
The ChatGPT DSA designation reportedly makes it the EU's first AI-native very large online search engine. Here is the test deciding which AI tools follow.
oMLX Review, Auditing the 90s to 5s Agent Claim
This oMLX review audits the 90s to 5s agent latency claim, shows where wait time goes on Apple Silicon, and gives you a benchmark to run on your Mac.