DeepSeek V4 Launch: 1M Context, Flash & Pro, OpenAI-Compatible API
DeepSeek V4 arrives in Flash and Pro: 1M-token context, 384K output, tool calls, JSON mode, thinking on by default, and OpenAI/Anthropic API compatibility.
Articles
GPT-5.5: Faster Intent Understanding, Stronger Coding and Research Results
GPT-5.5 handles complex tasks end-to-end, uses fewer tokens for coding, leads benchmarks in biomed and math, and rolls out to ChatGPT and Codex.
Tolaria: Free macOS Markdown Knowledge Base App Built with AI Agents
Tolaria is a free, open-source macOS desktop app for Markdown knowledge bases and collaboration—built in 3 months as a major AI-assisted coding experiment.
Claude Desktop for Debian: Unofficial Build Scripts for Linux
Unofficial build scripts to run Claude Desktop on Debian-based Linux with native system integration and desktop features.
Cut Claude Code Tokens 3x by Fixing Backend Context Delivery
Incomplete backend context makes agents waste tokens on reasoning, retries, and queries. Learn a better architecture and real cost savings with Insforge.
Prompt Caching Dashboard in Claude Console: Cut Costs & TTFT
Anthropic launches a Prompt Caching dashboard in the Claude Developer Console to improve transparency, reduce costs, and optimize time to first token.
GitHub Copilot Tightens Limits, Drops Opus from $10 Plan
Microsoft is tightening GitHub Copilot request limits, removing Opus from the $10/month plan, and preparing token/API-based billing in 2026.
Run 3–10 Parallel Gemma 4 Instances Locally: Hardware & Setup Guide
Learn what it takes to run 3, 5, or 10 parallel Gemma 4 instances locally, plus Google’s open-source demo and MacBook Pro M4 Max performance notes.
Marco Lancini’s Claude Code Setup: Secure Workflow, Subagents & Plugins
Security director Marco Lancini shares his Claude Code setup: global settings, protective restrictions, context/plan/code workflow, subagents, plugins, and terminal tweaks.
Google Open-Sources DESIGN.md Spec with Tokens, Components & CLI
Google released a draft DESIGN.md spec on GitHub with tokens, early components, and a CLI validator—enabling cross-platform use and WCAG-aware agents.