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llm
472 posts28.9M Parameter LLM Runs Fully On-Device on an $8 Microcontroller
An 28.9M parameter LLM runs entirely offline on an $8 ESP32-S3 chip using Google's Per-Layer Embeddings technique for flash-based storage.
@ttsc/graph: A Compiler-Built Code Graph MCP for AI Agents
@ttsc/graph is an MCP server using the TypeScript compiler's own type-check to build a code graph, cutting AI agent token use by about 90%.
Agent-Native Software Engineering: Why Specs Alone Aren't Enough
Coding agents fail less at writing code than at holding architectural context. A look at spec-driven development's limits and what comes next.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comAre AI Labs Gaming the Pelican-on-a-Bicycle Benchmark?
A statistical study generates 1,008 SVGs across 7 LLMs to test whether AI labs are secretly optimizing for the famous pelican-on-a-bicycle benchmark.
GPT-5.6 vs Claude Fable 5: Benchmarking Physical AI Simulation
JuliaHub compares GPT-5.6 and Claude Fable 5 in its Dyad agent on five physical modeling problems, revealing cost, speed, and validation trade-offs.
LLM-Assisted Formal Verification Uncovers Two Critical nftables Bugs
Basis used LLM-guided formal verification in Rocq to audit Linux's nftables optimizer, uncovering two critical bugs since 2022.
NVIDIA's Nemotron 3 Super Beats GPT-OSS-120B on Coding Benchmarks
NVIDIA's open Nemotron 3 Super model beats GPT-OSS-120B by 20 points on SWE-Bench and delivers 2.2x faster inference throughput.
Open-source AI skill set turns LinkedIn posting into a pipeline
linkedin-skills is an open-source, ten-skill toolkit for Claude Code and Codex that automates LinkedIn writing, publishing, and analytics safely.
10 AI Coding Models, 5 Tasks: Price Doesn't Predict Quality
Benchmarking 10 LLMs across 5 coding tasks reveals price and code quality barely correlate, with budget models rivaling premium ones.
"Hallucination" Isn't One Bug. It's Three, and Only One Is Fixable
Hallucination isn't one failure mode — it's three. A test to tell them apart, why benchmarks reward bluffing, and what a 2026 prediction experiment showed.