Hotel Step 3 Automation: Local Qwen vs Budget Cloud
A controlled Hampton benchmark compares local Qwen 3.8 with Alibaba Qwen 3.8 Flash and DeepSeek V4 Pro for reusable, hash-validated Step 3 hotel scoring.
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What the Hotel Extractor Actually Found: 527 Evidence Claims Across 10 Hotels
A complete evidence table from a ten-hotel local-first extraction experiment: what the system looked for, the supported claim, exact source wording, criterion gaps, and telemetry.
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On-Site Restaurant Playbook Smoke Test: Omni Mount Washington Resort
A hash-verified smoke test of the official hotel-site to on-site restaurant-review playbook path.
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Step 2 Results: Quote-Backed Hotel Evidence Extraction
Step 1 ended with four frozen, hash-verified source texts for Omni Mount Washington Resort & Spa. Step 2 tested whether a local model could turn those files into a usable evidence ledger without browsing, changing sources, or writing review prose. The result is a sealed ledger containing 26 accepted quotation-backed claims. Every accepted quotation was…
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What Comes After Hotel Source Acquisition: The Next Kanban Cards
Hotel source acquisition now has a production boundary. A controller can start with a stable property identity, ask a local model for bounded searches and source selections, retrieve and validate the pages deterministically, and finish with an immutable package of local text. The next question is operational rather than conceptual: what should appear on the…
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Can Local Models Build Reliable Hotel Source Packages?
Updated 12-hotel qualification benchmark showing how a bounded Firecrawl fallback changed extraction readiness for Gemma 4 31B and Qwen 3.5 9B.
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Cross-Hotel Source Acquisition Benchmark: Full Results
Updated 24-run ledger including bounded Firecrawl recovery, retained sources, hashes, failures, and final package status.
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Which Local Model Can Turn a Hotel into a Source List?
A 28-route benchmark starting with only a hotel name and full address: models planned searches, selected websites, and faced deterministic retrieval validation.
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Hotel to Source List: Full 28-Model Discovery Report
Every query plan, selected website, raw response, scoring receipt, and retrieval result from the controlled hotel source-discovery benchmark.
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Local Hotel Source Selection: 28-Model Benchmark
A grid comparing every installed non-coding, non-vision text model on the bounded hotel source-selection task, plus paired local-versus-remote speed trials.