Topic
CODING AGENTS
All blog posts, tools, and guides about Coding Agents from Developers Digest.
34 resources - 34 posts
Blog Posts
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CleanYourTV: Debloat Your TV With Claude Code, Safely
CleanYourTV is a prompt plus scripts that has Claude Code strip ads and telemetry from an Android TV over Wi-Fi. What it does, where it breaks, and a safe-run checklist.
7 min read
GVS5H: Can Qwen3.8-27B Match Fable 5 on Coding?
GVS5H claims five Qwen3.8-27B instances match Fable 5 on LiveCodeBench Hard. What the harness does, why Hacker News doubts the benchmark, and what to copy.
7 min read
Flint on Ollama: Best Local Coding LLM for Claude Code?
Recursive's Flint is a 40B open-weight coding model with 2.5B active parameters. How to run it on Ollama and point Claude Code at it, plus the benchmark caveats.
7 min read
OpenCode Hacked: What the Console Breach Means for Your API Keys
OpenCode disclosed a breach of its Console that may have exposed provider keys. Who is affected, what to rotate today, and why hosted key gateways are the real risk.
7 min read
What Is an Agent Harness? A Developer's Map for 2026
An agent harness is everything around the model: loop, tools, context, sandbox. How Pi, DeepSeek, Codex and Claude Code differ, and how to choose.
5 min read
Pi 1.0 Release Guide: MCP, Codemode and Pi Durable
Pi 1.0 adds built-in MCP through Codemode, a fullscreen TUI by default and Pi Durable. What changed, how to install it, and what breaks on upgrade.
6 min read
Diffs vs Whole Files: What Code Editing Agents Should Rewrite
Diffs vs whole files for code editing agents: a paper finds full-file generation beating diff edits on Flutter/Dart tasks. The lesson: route by task locality.
8 min read
Coding Agents Tripled PRs. Total Dev Time Still Went Up
Linear's 2026 data shows coding agents tripled weekly PRs for connected teams, yet total product-development time rose. What it means for engineering leads.
7 min read
fx in Practice: Setup, Scripting, and Subagents
Vercel Labs' fx setup guide: install the Zig binary, pick one of three sign-in routes, script it with fx ask and JSON output, and run subagents from the CLI.
9 min read
fx Deep Dive: Inside Vercel's Tiny Native Coding Agent
fx is Vercel Labs' experimental coding agent in Zig, a roughly 6 MiB native binary built to embed anywhere. Its surfaces, providers, guardrails and tradeoffs.
9 min read
fx vs pi: Is Minimal the New Big for Agentic CLIs?
fx vs pi compared: two minimal agentic CLIs that minimize opposite things - pi refuses features, fx shrinks bytes. Who each one is actually for.
9 min read
pi Deep Dive: The Minimal Architecture Behind 95,000 GitHub Stars
pi coding agent toolkit deep dive: five packages, branching JSONL session trees, four run modes, and why it refuses to build sub-agents, plan mode or MCP.
10 min read
GitHub's August 17 Outage: Agent Fleets Need a 4-Hour Local Fallback
GitHub's August 17 outage ran 7 hours 47 minutes across PRs, Actions, APIs and Copilot. Why coding agent fleets need a four-hour local fallback.
7 min read
Grok 4.6: xAI's Agent-Focused Update Matches GPT-5.6 Sol at the Same $2/$6 Price
Grok 4.6 release guide: xAI's agent-focused update matches GPT-5.6 Sol on the AA index at the same $2/$6 pricing, and runs in Cursor and OpenCode.
8 min read
CLAUDE.md Files Never Stop Growing: A New Paper Names the Mechanism
CLAUDE.md and AGENTS.md files keep growing because the reasoning behind each rule decays. A study of 1,867 repos names the mechanism and a comment-based fix.
7 min read
The $44 Compiler: Persistent Projects Beat Persistent Agents
EvoX Genesis built a Rust C compiler for $44 in tokens by keeping the project persistent and agents finite-lived. What the design says about agent memory.
6 min read
Hermes Agent Gains Vercel AI Gateway and Sandbox Backends: The Agent Stack Goes Plug-and-Play
Hermes Agent now supports Vercel AI Gateway and Vercel Sandbox. What shipped, how to switch, and why agent infrastructure is going bring-your-own.
5 min read
The Harness Is the New Cost Lever: Databricks' Benchmark and Pi's Context Discipline
Coding harness choice moved cost per task by more than 2x at the same quality in a Databricks benchmark. Why Pi's minimal context discipline explains the gap.
6 min read
Prime Agent: A Self-Improving Coding Harness Where Everything Is Python
Prime Agent is Prime Intellect's open-source coding harness with one tool, a persistent IPython kernel. How it works, its benchmarks, and Claude Code compared.
22 min read
AGENTS.md Configuration Smells: 91% of Popular Repos Get One of Six Wrong
AGENTS.md and CLAUDE.md configuration smells: a SCAM 2026 study of 100 top repos catalogs six, led by Lint Leakage and Context Bloat. What to fix in yours.
6 min read
Entire Distributed Git Network: A Developer Guide to the Ex-GitHub CEO's Agent-Era Platform
How to set up Entire's regional Git mirrors for AI coding agents. Covers installation, mirroring, integrations with Claude Code, Codex, Cursor, and Factory AI.
7 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.
9 min read
Grok 4.5 for Developers: What Changed and When to Pick It
Grok 4.5 for developers - $2/$6 per million tokens, a 500k context window, vendor benchmarks with caveats, and when to pick it over Claude, GPT, or Gemini.
7 min read
Terry Tao on Coding Agents: A Fields Medalist's Take on Vibe Coding
Terry Tao on coding agents: how he ported two dozen 1999 Java math applets to JavaScript in hours, built new visualization tools, and weighs risk and trust.
5 min read
Harness Engineering and the Path to Self-Improving AI
Harness engineering is where self-improving AI starts, Lilian Weng argues, not models rewriting their weights. What that means for developers building agents.
7 min read
Factory Router, Explained: How Automatic Model Routing Cuts Coding-Agent Spend 20-25%
Factory Router explained: automatic model routing and failover for Droid sessions, which spend and reliability claims are vendor claims, and router vs DIY.
10 min read
Factory AI and the Model Routing Era: How Coding Agents Are Learning to Spend Your Tokens Wisely
Factory AI's Droid lets you pick a model per task and per subagent. What its routing, BYOK and open-weight tiers reveal about cutting coding agent costs.
8 min read
Factory Droid: Review and Setup Guide (2026)
Factory Droid review and setup: a terminal-native AI coding agent with multi-model routing, headless CI and browser automation, and if it fits your workflow.
8 min read
MAI-Code-1-Flash Is a Model Routing Signal
MAI-Code-1-Flash, Microsoft's in-house coding model, signals Copilot becoming a routing layer for cost, latency, and review quality. A routing matrix to steal.
7 min read
Claude Code 2.1.128 Is an Ops Release, Not a Feature Drop
Claude Code 2.1.128 is an ops release: fixes for MCP, worktrees, OTEL, plugins and permissions that matter for teams running coding agents every day.
6 min read
GitHub Copilot Agent Metrics Are the Real Product Update
GitHub Copilot cloud agent updates add usage metrics, session visibility, validation and review quality - the layer teams need to manage agent adoption.
7 min read
GitHub Copilot Coding Agent and CLI: Why GitHub Is Back in the Agent Race
GitHub Copilot is moving from autocomplete into asynchronous coding agents, terminal workflows, MCP, skills, and model choice. Here is what changed in 2026.
8 min read
GPT-5.5-Codex in Production: What Actually Changes
GPT-5.5-Codex merges Codex and GPT-5 stacks. Here is what the unified model means for real coding agents - latency, costs, prompt rewrites.
9 min read
Multica Turns Coding Agents Into Teammates. The Hard Part Is Receipts.
Multica is pushing the agent teammate pattern: assign issues, route work to local runtimes, stream progress, and compound skills. Here is the practical read for AI dev teams.
8 min read
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