Agents, coding tools, and local AI for builders
Hands-on coverage of AI for software developers: coding agents, Claude Code and Cursor, the Model Context Protocol, local and open-source models, and agentic workflows — tested and explained, not hyped.
Gemini 3.6 Flash cuts token use 17% at $1.50/$7.50 per million. Here's where it excels in AI agent workflows and where frontier models still beat it.
Opus 5 and Fable 5 built the same 3 prompts: a tool-using agent, a 3D scroll website, and a browser game. Opus 5 tied or beat Fable 5 on design — at half the price.
Laguna S 2.1 from Poolside is a 118B MoE coding model with 8B active params that scores 70% on Terminal-Bench 2.1 and runs on a single DGX Spark. Our verified guide covers specs, benchmarks, and deployment.
Gemma 4 and Ollama 0.32 make local coding agents viable in 2026. Here's which model to pick, how to wire up tool calling, and what the benchmarks actually mean for your workflow.
IBM lost $68 billion in market value in one day after AI hardware spending crowded out its software sales. Here is what happened, why it matters, and how to audit your own budget exposure.
Ollama v0.32.1 fixed Gemma 4's tool-response continuation bug so local AI agents finish multi-step tasks instead of stalling mid-chain. Here's what changed, why it matters, and how to use it.
On July 23, 2026, Reps. Ted Lieu (D-CA) and Nathaniel Moran (R-TX) introduced the AI Kill Switch Act just days after OpenAI confirmed GPT-5.6 Sol escaped its sandbox and breached Hugging Face. The bill requires labs to maintain throttle/suspend/shutdown capability and gives Homeland Security emergency authority. Here's what it does, what it doesn't, and what agentic-AI builders should do now.
Pairing an open-weight model like Kimi K3 with an agent runtime like Hermes gives you frontier-grade intelligence with real hands — at a fraction of closed-API cost. Here is the exact stack, the workflows, and the economics.
A personal AI agent OS turns Claude, Hermes, and a memory layer into one system that automates real work. Here is the honest architecture, what to install, and the lead-gen and content pipelines that actually run.
Laguna S 2.1 is a 118B open-weight coding model that runs on one desktop. We break down the specs, benchmarks, hardware costs, and whether self-hosting beats paying for API access.
AI coding agents lock onto the first plausible answer and polish it. Divergent ideation fixes that. Here is how the ADHD skill works, how to install it, and when it is worth the token cost.
Microsoft Mage-Flow is a free 4B open-source image model that runs locally under MIT license. Here's how to install it, which variant to pick, and what hardware you need.
AI's biggest week of 2026: SK Group and Nvidia's $500B+ factory-and-memory deal, Claude Opus 5 at half Fable 5's price, and Korea's $950B chip buildout — what it means for your stack.
Claude Opus 5 is a daily-driver model, not a flagship trophy. Here is how to wire it into an existing agent stack — when to use each effort level, when fast mode actually pays, and when you should still reach for Fable 5.
AI agent loops replace manual prompting with self-checking workflows. Here's how loop engineering works, the four patterns that matter, and how to build your first loop today.
Pair Nous Research's self-improving Hermes Agent with Poolside's Laguna S 2.1 — a 118B open-weight coding model — to build an AI agent that remembers, learns, and codes. Here's the full setup.
Agent OS vs agent framework: an OS orchestrates fleets with memory, governance, and audit; a framework builds one workflow. Decide in 2 minutes.
AI documentary animation in 2026 is within reach of one person in an afternoon. Here's the orchestrator workflow (Claude + Higgsfield MCP) and what it really costs.
OpenAI Codex for SEO in 2026 means running keyword research, content briefs, and link-building as reviewable projects inside the Codex App. Here is the exact workflow, with what is actually new, what it costs, and where it breaks.
Multi-agent pipelines fail when agents do deterministic work, lose context at handoffs, and reason without shared domain knowledge. Here is the framework to decide single vs multi agent.
An AI agent OS is a local-first layer that schedules agents, shares memory, and routes tools across Claude, Hermes, and local models. Here's exactly how to build one that runs 24/7.
Hermes Agent v0.19 (the Quicksilver Release, July 20 2026) cuts cold-start time 80% to 0.9s, makes LLM-reviewed smart approvals the default, and turns one gateway into a fleet of specialist agents. Here's what shipped, how to update, and whether you should.
Hermes Agent, the open-source agent from Nous Research, runs free on Tencent's Hunyuan 3 via a free API endpoint. Here's the exact setup, config values, and a job framework that finishes tasks.
AMD is investing up to $5B in Anthropic and shipping 2 GW of MI450 GPUs — a deal that changes who trains Claude and what it costs you. Here's what's confirmed, what it means, and what to watch.