Blog
Technical guides for teams running AI in production. Migrating to OpenAI-compatible APIs, flat-rate billing, data sovereignty.
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Qwen 3.6 35B Coding Benchmarks: SWE-bench, LiveCode Results
Qwen 3.6 35B-A3B achieves 73.4 on SWE-bench Verified and 80.4 on LiveCodeBench v6. Compare benchmarks and deploy via Tessera AI.
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Build vs Buy Private AI: A Cost and Speed Guide
Build vs buy private AI: managed inference ships in weeks, while custom builds run $50k-$200k plus 15-20% yearly upkeep. The hybrid strategy, explained.
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Private AI Pricing in 2026: Real Plans From €55 to €15K
What private AI actually costs in 2026: a real price ladder from €55 to €15K+ per month, flat-rate vs per-token math, and the hidden costs of metering.
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Private AI for Small Business: Dedicated GPUs, Flat Pricing
Private AI for small business: what it costs, flat-rate vs per-token pricing, and how to keep data in the EU or LATAM on dedicated GPUs.
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Where to Host LLM Inference with EU Data Residency (2026)
Where to run LLM inference with EU data residency in 2026: EU-native providers, hyperscaler regions, and dedicated GPU options for GDPR and the AI Act.
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Qwen 3.6 vs 3.5: Full Benchmark Table + Should You Upgrade?
Side-by-side official numbers: SWE-bench 73.4 vs 70.0, Terminal-Bench +11, MCPMark +10, no regressions. Which workloads should upgrade and which can wait.
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Whisper Large v3 Turbo vs Large v3 Benchmarks and Runtime
Compare Whisper Large v3 Turbo and Large v3 benchmarks. Analyze faster whisper speed, CPU limits, memory usage, and EU hosting for production inference.
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LLM DPA Subprocessors: GDPR, LATAM, and US Compliance
Draft compliant LLM DPA subprocessor clauses for GDPR Art. 28, LATAM LGPD, and US state laws. Includes model schedules and no training carve outs.
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OpenAI API Alternatives: 2026 Migration & Pricing Guide
Compare OpenAI API alternatives in 2026. See token pricing, SDK compatibility gaps, and a zero-code migration playbook for predictable inference costs.