Practical decisions for AI and software
Technical guides to choose models, verify software and plan delivery.
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New comparisons, practical guides and engineering lessons.
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.
llmfit Guide: Which Local LLM Fits Your Hardware?
Use llmfit to rank local models before downloading them. Learn what its fit, speed, quality and context scores mean, where estimates can mislead, and how to turn a recommendation into a production decision.
CLIProxyAPI: Run GPT-5.6 Sol Inside Claude Code
Keep Claude Code's agent harness and route the model calls to GPT-5.6 Sol. This copy-paste setup fixes the incomplete viral alias, locks down the proxy, and shows how to verify every layer.
Floci vs LocalStack: AWS Emulator Review for CI in 2026
A fact-checked buyer guide to Floci, LocalStack, AWS SAM and real AWS: fidelity, service coverage, licensing, CI fit and a low-risk migration test.
Miso TTS Self-Hosted vs API: Cost, Latency and VRAM Reality
Miso TTS is expressive and open-weight, but the 110 ms claim belongs to its hosted H100 API, not local inference. Compare hardware, pricing, licensing and production risk before choosing.
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