Practical AI news, automation tips, and real-world insights to help your business stay ahead.
Perplexity Portable Computer runs the entire agent stack: orchestrator, models, harness, and sandbox, locally on NVIDIA DGX Spark with zero per-token costs. What ships, what the benchmarks say, and who should run it.
DeepSeek Harness hit 183K GitHub stars in 9 days, 100K in two days at 2,100 stars per hour, with 10,000+ community plugins. Why dsh is the OpenClaw moment all over again, one level deeper: the harness, not the model, is the product.
DeepSeek's experimental V4-Flash-Vision-Exp adds vision to the bargain agent model: 83.9 Terminal Bench 2.1, 59.3 DeepSWE, close to Opus 4.8 on multimodal agent benchmarks, same price as V4 Flash. Benchmarks, API usage, image billing and dsh harness 0.1.1 support explained.
Personal experience running DeepSeek's dsh harness: one prompt, 109 agent steps, 48 tok/s on V4 Flash 0731, a working Fireflies.ai clone plugin, and the approval-gate behaviour that earned my trust. Includes session metrics, cost math, V4 Flash vs Opus comparison and secure VPS + Tailscale self-hosting steps.
AI for Australian fitout companies: archive analysis, BoQ generation from drawings, material cost tracking. Includes a real $6,000 archive analysis scoped for a 65-staff firm. Pricing from $3,000.
How Australian builders use AI for plan reading, takeoffs, quoting and compliance. We tested 10 vision models on real plans: 4 of 6 within 10% accuracy at $15 per plan set. Pricing included.
Practical AI for Australian golf pro shops: inventory forecasting, member purchase analysis and automated communications. Setup from $500 to $5,000, with a real 200+ store training case study.
TrueFoundry's open-source TrueForge harness claims up to 75% cheaper agent runs than Claude Managed Agents. We break down the benchmark, compare it with DeepSeek Harness, Codex CLI and deepagents, and explain what it means for businesses choosing agent infrastructure.
DeepSeek Harness (dsh) hit 95,000 GitHub stars in 2 days with its everything-is-a-plugin agent architecture. We installed it, benchmarked the claims and explain what it means for teams choosing agent infrastructure.