11 min read
GitHub Copilot CLI With Ollama: Local Models and the New Sandbox
Copilot CLI 1.0.94 finds local Ollama models from /model and ships an OS-level sandbox. Setup, the 4k context trap, and why local is not offline.
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29 articles
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Claude Code vs Codex vs Copilot CLI: Local Sandboxes Compared
Copilot CLI local sandboxing is GA. How it compares with Claude Code and Codex on defaults, network, credentials, Windows, and what still runs outside.
•11 min read
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11 min read
Claude Sonnet 5.5 Developer Guide: Pricing and API Changes
Claude Sonnet 5.5 costs $2/$10 per million tokens, and cache reads fell to $0.10 on October 7 - half of Opus 5.5 on every line. Pricing math and API changes.
5 min read
GitHub Copilot's September Reset: Prepaid Seats, One Unified Agent Experience, Balanced Reviews by Default
GitHub Copilot September changes: prepaid Business and Enterprise seats, one unified agent experience and Balanced reviews by default. What it means for teams.
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7 min read
GitHub Copilot for JetBrains Gains Persistent Memory and Ollama BYOK
GitHub Copilot for JetBrains adds memory across chat sessions, Ollama as a BYOK provider, and enterprise settings for MCP access. What each feature does.
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7 min read
GitHub Copilot SDK for Java: Annotations, Virtual Threads, and BYOK for Enterprise Agent Harnesses
GitHub Copilot SDK for Java adds @CopilotTool annotations, virtual threads, Spring and Jakarta EE composition, and BYOK against any OpenAI-compatible endpoint.
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7 min read
GitHub Copilot Code Review Effort Levels Are GA: Lite vs Balanced
Copilot code review's Lite and Balanced effort levels are generally available. Here is what each level does, what it costs in AI credits and Actions minutes, and how to set org-level defaults so review depth matches PR risk.
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6 min read
GitHub Copilot's Impact Dashboard Now Puts a Dollar Figure on Agent-First Development
GitHub Copilot's impact dashboard now models ROI in dollars from AI credit use, PR output and salary. What it says about agent-first vs passive adoption.
7 min read
13.5 Million Copilot Sessions: What Production Coding Agent Traffic Actually Looks Like
Copilot traces from 3.2M users and 761M LLM calls: 87% of calls are agent-initiated, KV cache hits drop at turn boundaries, tool failures multiply compute.
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8 min read
Microsoft's CLI Coding Agent Study: Adoption Is a Workflow Problem
Microsoft's study of Claude Code and GitHub Copilot CLI found about 24% more merged PRs among adopters. The bigger lesson is rollout design, not magic.
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9 min read
HalluSquatting Makes AI Coding Agents a Supply-Chain Problem
HalluSquatting uses hallucinated repo and skill names to deliver promptware to AI coding agents. How the attack works and the harness controls that stop it.
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9 min read
Microsoft's CLI Coding Agent Study: The Rollout Pattern Teams Should Copy
Microsoft's CLI coding agent study: adoption spread through peers and adopters merged about 24% more PRs. The rollout metrics teams should track from day one.
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8 min read
How to Measure AI Coding Tool ROI in 2026
How to measure AI coding tool ROI for Claude Code, Cursor and Copilot: a framework with benchmarks, cost models and metrics that hold up past vendor 10x claims.
Showing 12 of 28 articles
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