Category: tech > ai
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Claude Code cut its system prompt 80%: trim your CLAUDE.md
Claude Code's system prompt was reportedly cut 80%. With stronger models, lean context beats long rule lists, so trim CLAUDE.md and move detail into skills.
Claude Code Hooks, Not Skills, for Stripping AI Writing Tells
A TikTok walkthrough of building a humanizer for Claude Code as always-on hooks and core instructions, grounded in the Wikipedia Signs of AI Writing list.
Opus 5 vs Fable 5: claimed benchmark wins at half the price
A creator claims Opus 5 beats Fable 5 on most benchmarks except health and legal, at $5/$25 per million tokens, roughly half the price.
Orca: parallel coding agents, each in its own Git worktree
Orca is a desktop app for running AI coding agents in parallel, each isolated in its own Git worktree, so you can compare diffs and merge the result you trust.
Baidu Open-Sources a 3B OCR Model That Reads Whole PDFs in One Pass
A video claims Baidu open-sourced a 3B-parameter, MIT-licensed OCR model that reads entire multi-page PDFs in one pass, locally, preserving tables and layout.
Claude and ChatGPT Now Build Skills From Screen Recordings
Claude's desktop co-work tool can record your screen and narration, then turn the demonstration into a reusable skill. OpenAI shipped the same thing weeks ea...
Open Weights Are Not Free: The Economics of Chinese AI Models
Panic over cheap Chinese open-weight models misreads the economics: R&D is sunk, inference COGS scales with revenue, and free weights are not free to serve.
Auditing Claude Code setups to cut context bloat
A short-form video claims a Claude Code /checkup command that prunes unused skills and MCPs and splits oversized CLAUDE.md files to cut baseline context.
Observer subagents catch Claude Code mistakes mid-task
An experimental Claude Code pattern pairs each worker subagent with an observer that reads its live transcript and pushes corrections mid-task.
GPT-5.6 Sol, Terra, Luna: OpenAI's cost-efficiency bet vs Fable 5
OpenAI's GPT-5.6 family (Sol, Terra, Luna) is pitched on performance-per-dollar against Claude Fable 5, but trails it on SWE-Bench Pro.
Shepherd: reversible, Git-like execution traces for AI agents
Shepherd runs an AI agent's work as a reversible, Git-like execution trace, so meta-agents can observe, fork, replay, and revert any run.
Four Claude Skills for a Creative Studio Pipeline
Claude skills chain tools like Remotion, ElevenLabs, and Canvas Design into a creative studio, mapping video, audio, ad research, and design to one skill per...
TinySearch: self-hosted MCP web research for local LLMs
A self-hosted MCP server that gives local AI agents real web research: it searches, crawls, and returns a source-grounded prompt the model answers with citat...
Manufact: Build and Deploy MCP Agents, Servers and Apps
Vercel-style hosting platform for MCP servers built on the mcp-use SDK, with git-push auto-deploy, cloud inspector, and marketplace submission checks.
Why companies are moving from renting AI to owning models
Three-stage AI adoption: rent frontier models, switch to open source, then train in-house. Meituan and Together AI signal the shift is real.
ZCode: official GLM-5.2 coding harness
Z.ai's official GLM-5.2 coding harness. Tiered flat-rate subscriptions, plugs into 20+ tools, and can be steered from WeChat, Feishu, or Telegram.
Claude Science: Anthropic's beta for scientific research
A public beta app that turns Claude into a research agent running full scientific analyses on your own infrastructure, with reproducible, fully traced results.
Claude Sonnet 5: Benchmarks and Pricing vs Opus 4.8
Claude Sonnet 5 beats Opus 4.8 on knowledge work but trails on coding. A cheaper workhorse for simpler tasks, not a full Opus replacement.
Clips: open-source agent-native screen recording tool
A free, open-source screen recorder whose clip URL works as an API, letting coding agents pull the transcript, snapshots, network requests, and browser logs.
Lumo 2.0: The most powerful private AI
Proton's Lumo 2.0 is a zero-access encrypted AI assistant that never logs chats or trains on user data, adding reasoning modes, multimodal images, and web se...