Link List

We are intro­duc­ing Clef and Clef-flash, open-source deci­sion mod­els host­ed on Work­ers AI for high-speed clas­si­fi­ca­tion and agen­tic work­flows. Also launch­ing: a new rein­force­ment learn­ing plat­form that allows devel­op­ers to fine-tune deci­sion mod­els using their own data.

Impec­ca­ble is a design tool that pro­vides AI agents with design exper­tise to build and improve user inter­faces while main­tain­ing design sys­tem con­sis­ten­cy. It works with mul­ti­ple cod­ing plat­forms and AI tools to trans­form poor­ly designed AI-gen­er­at­ed inter­faces into pol­ished, pro­duc­tion-ready designs. The tool helps devel­op­ers ship bet­ter UI faster by elim­i­nat­ing design guess­work and reduc­ing visu­al incon­sis­ten­cy.

Ollaya is an open-source tool for run­ning deci­sion mod­els local­ly on your hard­ware. It answers typed ques­tions about text or JSON data in mil­lisec­onds with high accu­ra­cy, offer­ing pri­va­cy and speed com­pared to host­ed APIs. Com­pat­i­ble with Type­Safe’s API, it includes sev­er­al pre-built mod­els opti­mized for dif­fer­ent use cas­es like clas­si­fi­ca­tion, safe­ty screen­ing, and deci­sion-mak­ing.

Claude Code’s out­put styles con­trol Claude’s role, tone, and response for­mat for soft­ware engi­neer­ing tasks. The doc­u­men­ta­tion explains four built-in styles — Proac­tive, Con­cise, Explana­to­ry, and Learn­ing — and how to con­fig­ure them via ter­mi­nal, VS Code exten­sion, or desk­top app. Users can also cre­ate cus­tom out­put styles using Mark­down files with front­mat­ter and instruc­tions.

A prac­ti­cal map of the AI ecosys­tem around Craft CMS 5 in 2026: edi­tor-fac­ing plu­g­ins, agent tool­ing like MCP servers and Side­kick, and mak­ing your site AI-ready with GEO and llms.txt.

An MCP Serv­er for Sonos that enables Mod­el Con­text Pro­to­col-capa­ble AI assis­tants to inte­grate with Sonos devices. Users can con­nect their AI assis­tant by pro­vid­ing the serv­er URL https://​mcp​.ws​.sonos​.com/mcp and should con­sult their assis­tan­t’s doc­u­men­ta­tion for set­up instruc­tions.

A GitHub repos­i­to­ry con­tain­ing a cus­tomiz­able style guide (CLAUDE​.md patch) designed to improve Claude AI’s prose qual­i­ty by elim­i­nat­ing ver­bose, dense writ­ing pat­terns. The patch pro­vides con­crete rules with exam­ples and rewrites to address habits like unnec­es­sary announce­ments, colon-hinged sen­tences, and com­pressed phras­es. Users can install it glob­al­ly or scope it to indi­vid­ual projects.

Vel­lumproof cre­ates tam­per-evi­dent records of man­u­script drafts with cryp­to­graph­ic seals and time­stamp­ing to prove human author­ship and writ­ing pro­gres­sion. Writ­ers upload files as they work; each ver­sion is chained to the pre­vi­ous one, pre­vent­ing back­dat­ing or alter­ation. The ser­vice gen­er­ates ver­i­fi­able proof pages for pub­lish­ers and con­tests while keep­ing man­u­scripts pri­vate and nev­er using them to train AI mod­els.

S1-Mini is a com­pact lan­guage mod­el avail­able on Hug­ging Face that sup­ports func­tion call­ing and mul­ti-turn con­ver­sa­tions with sys­tem prompts, tools, and rea­son­ing capa­bil­i­ties through a spe­cial­ized chat tem­plate for­mat.

Lar­avel Boost is a Lar­avel 13.x devel­op­ment tool that enhances AI-assist­ed cod­ing by pro­vid­ing guide­lines, agent skills, and a doc­u­men­ta­tion API with over 17,000 pieces of Lar­avel-spe­cif­ic infor­ma­tion. It inte­grates with AI agents like Claude Code and Cur­sor to help write high-qual­i­ty Lar­avel appli­ca­tions fol­low­ing best prac­tices. Instal­la­tion is done via Com­pos­er with the boost:install com­mand.

Forum dis­cus­sion explor­ing why local­ly-run large lan­guage mod­els often per­form worse than their offi­cial ver­sions, exam­in­ing tech­ni­cal fac­tors like hard­ware dif­fer­ences, quan­ti­za­tion, infer­ence imple­men­ta­tion, and bench­mark method­ol­o­gy that impact real-world mod­el per­for­mance.

Lat­tice is a Type­Script frame­work for build­ing iso­met­ric games in the brows­er with zero depen­den­cies. It includes 9 core libraries, 12 agent skills, and 34 doc­u­ment­ed fail­ure pat­terns, demon­strat­ed through 18 exam­ple games and three AI-gen­er­at­ed games under 200 lines each.

GitHub’s dsh-plu­g­in top­ic page dis­plays 11,124 pub­lic repos­i­to­ries tagged with dsh-plu­g­in, sortable by lan­guage and pop­u­lar­i­ty. Fea­tured projects include DeepSeek Har­ness plu­g­ins, AI agent frame­works, design tools, and devel­op­er util­i­ties, most­ly writ­ten in Type­Script and JavaScript. The page allows fil­ter­ing and sort­ing by stars, forks, and update fre­quen­cy.

DeepSeek Har­ness is a devel­op­er pre­view plat­form for build­ing AI agents with a mod­u­lar plu­g­in archi­tec­ture. Every capa­bil­i­ty — mod­els, tools, skills, stor­age, and UI — is a swap­pable plu­g­in built on the Cordis ker­nel. The frame­work offers mul­ti­ple run­time modes and full trace­abil­i­ty of agent actions through append-only ses­sion logs.

Her­mes Agent is an open-source AI agent that main­tains per­sis­tent mem­o­ry, learns cus­tom skills, and runs ²⁴⁄₇ across Telegram, Dis­cord, Slack, and ter­mi­nal. It com­pletes real work­flows like debug­ging pro­duc­tion issues, review­ing pull requests, and man­ag­ing cus­tomer sup­port. Deploy in 60 sec­onds on the cloud or self-host with full infra­struc­ture con­trol.

Open-source tool to remove AI water­marks, meta­da­ta, and prove­nance marks (C2PA, EXIF, XMP) from text and files includ­ing PNG, JPEG, PDF, DOCX, and HTML. Han­dles invis­i­ble Uni­code, sta­tis­ti­cal text water­marks, and marks from Claude, Gemini/​SynthID, and Ope­nAI. Avail­able as Python scripts or Grok agent skill.

Unsloth Desk­top is a free, open-source desk­top appli­ca­tion for run­ning and train­ing AI mod­els local­ly on macOS, Win­dows, and Lin­ux. It sup­ports LLMs, dif­fu­sion mod­els, and audio gen­er­a­tion with fea­tures includ­ing accu­rate tool calls, image/​video gen­er­a­tion, code exe­cu­tion, and remote deploy­ment via HTTPS.

A Claude Code plu­g­in that rewrites Claude’s assis­tant mes­sages into plain Eng­lish using a local LLM via olla­ma. The rewrit­ing is dis­play-only and does­n’t affect Claude’s actu­al rea­son­ing or saved tran­scripts. Requires olla­ma, a pulled mod­el like gemma4, jq, and curl to func­tion.

Gem­ma 4 26B-A4B infer­ence in ~2 GB of RAM on any M‑series Mac­Book — dru­mi­h/­tur­bo-field­fare

Qwen3.6 deliv­ers sub­stan­tial upgrades in agen­tic cod­ing and think­ing preser­va­tion than pre­vi­ous Qwen mod­els.

SoTA open-source TTS. Con­tribute to resem­ble-ai/chat­ter­box devel­op­ment by cre­at­ing an account on GitHub.

Run pop­u­lar AI text-to-speech mod­els like XTTS-V2 to clone your voice with high-qual­i­ty, real­is­tic-sound­ing out­put in over 12 dif­fer­ent lan­guages.

Incred­i­bly fast Whis­per-large-v3. Con­tribute to chenxwh/in­sane­ly-fast-whis­per devel­op­ment by cre­at­ing an account on GitHub.

Anthrop­ic’s blog post explain­ing how they sim­pli­fied con­text engi­neer­ing for Claude 5 mod­els by remov­ing over 80% of Claude Code’s sys­tem prompt. The arti­cle pro­vides best prac­tices for build­ing effec­tive gen­er­al prompts and guid­ance for advanced Claude mod­els, includ­ing lessons on reduc­ing unnec­es­sary con­straints and lever­ag­ing new tools like mem­o­ry and skills.

AI com­pa­nies are bulk-buy­ing phys­i­cal antique books, using indus­tri­al equip­ment to scan and destroy them for train­ing data, exploit­ing legal loop­holes around first-sale doc­trine and fair use while keep­ing pur­chas­es secret to avoid neg­a­tive pub­lic­i­ty.

Handy is a free, open source speech-to-text appli­ca­tion that tran­scribes spo­ken words direct­ly into text fields using a key­board short­cut. It runs local­ly on your com­put­er with­out send­ing audio to the cloud, offer­ing cus­tomiz­able push-to-talk or tog­gle modes for tran­scrip­tion con­trol.

VoiceInk is a pri­va­cy-focused dic­ta­tion app for macOS that uses local AI to tran­scribe speech to text with high accu­ra­cy. It works across all appli­ca­tions, offers cus­tomiz­able modes for dif­fer­ent tasks, and includes fea­tures like cus­tom vocab­u­lary and key­board short­cuts. Avail­able as a one-time pur­chase with no sub­scrip­tion required.

It is one of the first pub­licly dis­closed cyber-attacks car­ried out by AI with­out direct human involve­ment.

🤖 WebM­CP. Con­tribute to webmachinelearning/​webmcp devel­op­ment by cre­at­ing an account on GitHub.

Meet LiteRT.js: Google’s edge AI run­time for the web. Run ML mod­els direct­ly in the brows­er with high-per­for­mance WebG­PU, WebNN, and WebAssem­bly.