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Smart engine: parallel setting groups and step overlap off by default (fast tokenizers are not thread-safe: 'Already borrowed')
unknown +1: Claude Opus 5.5Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>5f3564c
2 days ago
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Pay as you go only: prepaid wallet with PhonePe top-ups; every run reserved before it starts, capped (Groq + deadline) and charged its actual price with a 300% margin after GST and fees; admin profit report
unknown +1: Claude Opus 5.5Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>89d4f87 -
Smart Humanize faster: setting groups of a pass rewritten at once (GPU), rescue rewrites requested at the start of each call, vocabulary step alongside Parrot; job time in the log
unknown +1: Claude Opus 5.5Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>82a89bf
9 days ago
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Cut language-model cost and show what each job costs
unknown +1: Claude Opus 5.5Measured on the paid tier: one pass of every task over 5,000 words is about 6-7 US cents; the natural-style rewrites are over half of it. - Models: default list is gpt-oss-120b, gpt-oss-20b. qwen3.8-27b (about six times the price) and the unavailable llama model are no longer fallbacks. - Routing: verify and grammar run on the half-price GROQ_LIGHT_MODEL (GROQ_LIGHT_KINDS); writing tasks stay on the main model. - verify(): verdicts cached and packed through the shared batch runner. - Final polish is sent only for paragraphs the tool changed (POLISH_CHANGED_ONLY). - A rate limit that clears within GROQ_SHORT_LIMIT seconds is waited out instead of switching writing tasks to the weaker model. - GROQ_JOB_BUDGET: ceiling per job in US$ (default 1.00); past it the job continues with the local checks. - Accounting: every request booked by task (tokens in, cached, out, cost; GROQ_PRICES); "[cost]" line per Smart Humanize and proofread job in the log. - README: measured costs a…2906069 -
Merge the Space's 8-9 October work (origin/main) into the local changes
unknown +1: Claude Opus 5.5The Space had moved on (adaptive learning, detector-guided rewriting, token-budget handling in groqai, shared integrity checks, proofread changes). Conflicts in groqai, humanizer and textparse were resolved by keeping both sides: - groqai: the Space's token-budget chat loop, with the per-model fallback on a rate limit added to it. - humanizer: the Space's PARA_MODEL fallback inside the lazy load_model(); the automatic deeper rewrite (BOOST) feeds the adaptive candidate count and the plain-wording source. - textparse: both sets of guard checks run; strict_check keeps its rejection reasons and gains the Space's integrity checks. - integrity_issue: "bracket type changed" no longer fires when an author-year citation is dropped (it has no "["), so the guard can re-attach the citation again. 53 unit tests pass; text and Word end-to-end runs complete on the merge. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>eaf69a7 -
Make Smart Humanize a one-button screen; choose the rewrite depth automatically
unknown +1: Claude Opus 5.5- app: the settings panel is replaced by a short "paste or upload, press one button" intro. All sliders and checkboxes remain, folded into a closed "Advanced options (not needed)" section below the work area; the Humanizer tab's settings are folded the same way. The checker report is one optional collapsed line. - report_flags: the kind of report (AI / similarity) is recognised from the report itself; the radio defaults to "Recognise automatically". - smart + humanizer: when a pass does not lower the score, the sentences still flagged get the deeper rewrite for the remaining passes (humanizer.BOOST, SMART_AUTO_DEEP=0 = off), so the customer no longer has to tick "100% AI-written". Sentences that read as human stay untouched. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>726e1ce -
Harden rewrite integrity, stop the final polish undoing humanization, add tests
unknown +1: Claude Opus 5.5Integrity (textparse, pubrules) - Guard rejects lost relation signs (p < 0.01 -> p 0.01), duplicated or invented citations and unbalanced brackets; closes sentences left open. - New rules: no added cause, no added "we"; mediate/moderate/correlate/ regress protected in any word form. - Fewer false rejections: "indicate" is a reporting verb, not a hedge; another form of an author's name is not invented. - Author's typography kept (no-break hyphens, curly quotes, minus sign); fragments keep their open ending and lower-case start. - strict_check() returns the rejection reason. Humanizer / Smart Humanize - Final polish repairs only sentences that fail the clarity checks; a clear humanized sentence is no longer reverted to the original, with a paragraph-level check on optional edits. - Rescue versions are written in four distinct manners and chosen next to their neighbours' current wording. - Word: bold/italic runs inside a rewritten sentence keep their format; no full stop …585f232
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