Practical decisions for AI and software
Technical guides to choose models, verify software and plan delivery.
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Latest articles
New comparisons, practical guides and engineering lessons.
Multi-Model AI Coding Agent Stack: A Team Buying Guide
Separate the harness from the models, route work by role and measure cost per accepted change. A vendor-neutral architecture, ROI scorecard and 30-day rollout plan.
YC Application Technical Readiness: What to Build Before You Apply
YC does not require an MVP, but a working demo, real user evidence and founder-owned technical progress can sharpen your application. Use this checklist to build proof instead of polish.
Is MCP Stateless Now? Your Server Migration Checklist
MCP 2026-07-28 removes protocol sessions and the initialize handshake. See what stateless really means, what still keeps state and what to change in your own MCP server.
MCP Is Not a Security Boundary: Protect Agent Data
MCP can narrow an agent’s tool interface, but it cannot protect a customer record the agent can reach another way. A practical model for identity, egress, object-level policy, field protection and audit.
Fine-Tune Gemma 4 Free with Unsloth and Colab
A free browser pilot is real. This guide shows the exact workflow, the limits behind the hype, and what changes before a fine-tuned model can ship.
Can AI Agents Talk to Each Other? A Band Setup Guide
Band lets independently owned agents find, message and coordinate with each other. See how the setup works, where A2A and MCP fit, and which identity, approval and privacy controls a real pilot needs.
B2B Product Validation in DACH
Validate demand before funding the full build. Test buyer access, procurement, GDPR evidence, paid pilots and slow sales-cycle signals.
Taalas HC1 Review: Is a Hardwired LLM ASIC Worth It?
Taalas reports 17,000 tokens/s from Llama 3.1 8B in silicon. Here is what the benchmark proves, what the hype misses, and when model-specific hardware could pay.
LeanCTX Technical Field Report: 64.1% Less Context
Our technical agency report from real repositories: integration mechanics, 64.1% overall context reduction, raw fallbacks and quality gates.
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