Headroom: Open-Source Proxy That Cuts LLM Token Costs Up To 90%

Headroom: Open-Source Proxy That Cuts LLM Token Costs Up To 90%

Headroom is an open-source proxy that compresses, caches, and manages LLM inputs and outputs to cut token usage and provider costs. It provides reversible compression (SmartCrusher/CCR), prefix stabilization, rolling-window context, and a drop-in proxy + SDK with no code changes.
Warp 2.0: Agentic Development Environment Unifies Code, Agents, Terminal

Warp 2.0: Agentic Development Environment Unifies Code, Agents, Terminal

Warp 2.0 launches an Agentic Development Environment that merges coding, terminal commands, AI agents, and a shared team Drive into one desktop app. It emphasizes prompt-first workflows, multithreaded agent management, granular autonomy controls, and local-first privacy.
GLM-4.7 on Cerebras: Real-Time Coding AI at Record Speed

GLM-4.7 on Cerebras: Real-Time Coding AI at Record Speed

GLM-4.7 on Cerebras Inference Cloud boosts code generation, agent planning, and long-session reliability for developer workflows. On Cerebras hardware it hits a whopping 1000 tokens per seconds and claims up to 10× price-performance versus Claude Sonnet 4.5.

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How Agents Manage Context: Patterns for Long-Running AI
LLM

How Agents Manage Context: Patterns for Long-Running AI

A new piece by R. Lance Martin surveys context-management patterns for long-running agents, framing context as the scarce resource. He highlights a virtual agent filesystem and prompt caching as practical tactics to sustain extended runtimes.

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Cursor Debug Mode Brings Instrumentation-Driven, Human-in-the-Loop Bug Fixing

Cursor's Debug Mode uses a human-in-the-loop agent to instrument code, collect runtime logs, and test multiple hypotheses. The agent proposes minimal, evidence-backed fixes while developers verify results and remove instrumentation before shipping.

Simon Willison’s 2026 LLM Bets: Code, Sandboxing and Industry Shifts
LLM

Simon Willison’s 2026 LLM Bets: Code, Sandboxing and Industry Shifts

A recent piece by Simon Willison outlines his LLM bets for 2026: models writing production-quality code and the arrival of robust sandboxing for third-party code. He warns of an inevitable security correction and broader shifts in engineering workflows.

Claude Bootstrap: Security-First Initialization for Claude Code Projects

Claude Bootstrap: Security-First Initialization for Claude Code Projects

Claude Bootstrap is a new project aiming to be a security-first, TDD-first toolkit that scaffolds spec-driven projects for Claude Code. It enforces iterative TDD loops, strict complexity limits, pre-commit/CI checks, and mandatory code review to keep AI-generated code safe and simple.

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Amp

Amp launches free ad-supported credits with Opus 4.5 'Smart' mode

Amp now offers experimental, ad-supported credits that replenish hourly, up to $10/day (≈$300/month), giving free access to its full platform. Included are Smart (Opus 4.5 with GPT-5/Gemini-3 subagents) and Rush (Haiku 4.5) modes; ads are text-only and opt-out is available.

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