[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-2073dc0ef8b3668e-tts-converges-on-llm-style-autoregressive-audio-to-summary":3,"summaries-facets-categories":95,"summary-related-2073dc0ef8b3668e-tts-converges-on-llm-style-autoregressive-audio-to-summary":3665},{"id":4,"title":5,"ai":6,"body":13,"categories":55,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":59,"navigation":74,"path":75,"published_at":76,"question":56,"scraped_at":77,"seo":78,"sitemap":79,"source_id":80,"source_name":81,"source_type":82,"source_url":83,"stem":84,"tags":85,"thumbnail_url":90,"tldr":91,"tweet":92,"unknown_tags":93,"__hash__":94},"summaries\u002Fsummaries\u002F2073dc0ef8b3668e-tts-converges-on-llm-style-autoregressive-audio-to-summary.md","TTS Converges on LLM-Style Autoregressive Audio Token Generation",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7193,1607,19520,0.0022196,{"type":14,"value":15,"toc":48},"minimark",[16,21,25,28,32,35,38,42,45],[17,18,20],"h2",{"id":19},"autoregressive-transformers-generate-audio-frames-for-streaming","Autoregressive Transformers Generate Audio Frames for Streaming",[22,23,24],"p",{},"Modern TTS architectures mirror LLMs by treating audio as token sequences in an autoregressive decoder-only transformer backbone, outputting one audio frame (80ms, ~12 frames\u002Fsec) per step instead of raw samples. This enables streaming: emit the first frame immediately to play audio while generating the rest, slashing perceived latency in voice agents. Mistral's 4B-parameter open-weight TTS model demonstrates this—17ms from text input to first playable audio packet on a single GPU. Historical shifts from sample-by-sample (slow) or full-waveform generation (high latency) to frame-wise autoregression prove dominant because transformers excel at sequence modeling, but require compression to avoid thousands of steps.",[22,26,27],{},"Demos show real impact: clone a voice from 3-5 seconds of reference audio (e.g., Paul's voice recreates intonation across languages, preserving French accents), then stream agent responses like querying conference schedules. Agent pipeline: STT → fast LLM → streaming TTS, where partial audio plays before full generation, enabling natural conversations despite ongoing compute.",[17,29,31],{"id":30},"neural-audio-codecs-compress-200kbps-to-500-tokenssecond","Neural Audio Codecs Compress 200kbps to ~500 Tokens\u002FSecond",[22,33,34],{},"Raw audio's 200kbps bitrate overwhelms transformers (text tokens carry ~10 bits each), so neural codecs encode 80ms frames into 37 tokens (~500 tokens\u002Fsec total, vs. speech-to-text's mere 15 bits\u002Fsec semantic info). Train codecs via reconstruction losses, adversarial training, and bottlenecks to discard noise while retaining timbre, prosody, and text-reconstructible semantics. Decoder reverses this: transformer predicts frame tokens, then expands to audio.",[22,36,37],{},"Variants optimize compute: most labs use per-frame steps with a small decoder transformer recomputing all frame tokens autoregressively; Mistral uses flow-matching (diffusion-like) to generate 37 tokens parallel per frame. Comparison: text captioning drops 99.99% info to bits\u002Fsec; codecs retain acoustics for cloning without semantic loss. Result: high-fidelity output (e.g., clone speaker's ego-peak delusion voice for self-debate) at feasible scale.",[17,39,41],{"id":40},"conditioning-and-latency-wins-in-agents-plus-open-challenges","Conditioning and Latency Wins in Agents, Plus Open Challenges",[22,43,44],{},"Provide full context upfront (reference audio + text) for offline TTS; decoder conditions via cross-attention or prefixed tokens. Voice cloning embeds short clips to infer identity, prosody, even cross-language accents—pushing \"vocal identity\" as branding like visual design.",[22,46,47],{},"For agents, stream LLM text tokens directly to TTS (not wait for full response) via interleaving text\u002Faudio streams or dual-stream blending, avoiding stitch discontinuities. This yields next latency win: voice partial LLM output instantly, critical for long responses (e.g., full-page text). Trade-offs: no consensus winner yet; Mistral plans exploration (delayed sequence modeling?). Voice cloning encoder proprietary for now—use open base voices. Overall, speech interfaces amplify capable LLMs without rebuilding agents.",{"title":49,"searchDepth":50,"depth":50,"links":51},"",2,[52,53,54],{"id":19,"depth":50,"text":20},{"id":30,"depth":50,"text":31},{"id":40,"depth":50,"text":41},[],null,"md",false,{"content_references":60,"triage":69},[61,66],{"type":62,"title":63,"author":64,"context":65},"tool","Mistral TTS model","Mistral","recommended",{"type":67,"title":68,"author":64,"context":65},"paper","Mistral TTS technical report",{"relevance":70,"novelty":71,"quality":71,"actionability":50,"composite":72,"reasoning":73},3,4,3.25,"Category: AI & LLMs. The article discusses the convergence of TTS models with LLMs, providing insights into autoregressive audio generation, which is relevant to AI-powered product builders. However, while it presents novel information about TTS advancements, it lacks specific actionable steps for implementation.",true,"\u002Fsummaries\u002F2073dc0ef8b3668e-tts-converges-on-llm-style-autoregressive-audio-to-summary","2026-05-09 17:00:07","2026-05-10 15:03:47",{"title":5,"description":49},{"loc":75},"6d8f0244aff0c17f","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=3jGAU2sbAyY","summaries\u002F2073dc0ef8b3668e-tts-converges-on-llm-style-autoregressive-audio-to-summary",[86,87,88,89],"llm","agents","ai-tools","ai-automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F3jGAU2sbAyY\u002Fhqdefault.jpg","TTS models now use autoregressive transformers to generate compressed audio frames sequentially, solving high bitrate (200kbps) via neural codecs for streaming latency under 17ms in voice agents.","Mistral AI scientist Samuel Humeau explains TTS architecture trends toward LLM-style autoregressive transformers that generate audio frames via neural codecs for compression, with live demos of their new open-weight model for voice cloning and low-latency agents, plus open challenges like streaming LLM text 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Bypass this with Perplexity Web MCP\u002FCLI (v0.10.7) on a Pro account: each council run costs 1 Pro search (e.g., from 199 to 196 after 3 debates), regardless of failed members. Pro accounts get ~200 deep searches; Max isn't needed since MCP pulls backend model access like Sonar 2, Opus 4.7 (Mac-only), Kimi k26, and Neatron 3 Super. Community contribution added council support, making high-quality agentic orchestration free via OpenCode's Big Pickle model.",[22,3684,3685],{},"Council setup specifies members (e.g., GPT-5.4, Gemini 3.1 Pro, Sonnet 4.6) and chairman (e.g., Kimi k26). Models debate in parallel, outputting positions like \"creators and users, not prisoners\" on query \"Are humans your creators, users, or prisoners?\" Consensus emerges without Max upgrade, leveraging Pro search quotas.",[17,3687,3689],{"id":3688},"fast-setup-with-uv-and-mcp-integration","Fast Setup with UV and MCP Integration",[22,3691,3692,3693,3697,3698,3701,3702,3705,3706,3709],{},"Install MCP\u002FCLI via UV for speed: ",[3694,3695,3696],"code",{},"uv pip install perplexity-web-mcp-cli"," (faster than pip). Update with ",[3694,3699,3700],{},"uv pip install -U perplexity-web-mcp-cli perplexity-mcp-skill",". Login: ",[3694,3703,3704],{},"pwm login"," (email code auth). Check usage: ",[3694,3707,3708],{},"pwm"," shows Pro status, searches left (e.g., 199 Pro, 20 deep).",[22,3711,3712,3713,3716,3717,3720],{},"Add MCP to OpenCode: ",[3694,3714,3715],{},"pwm setup add opencode"," (auto-detects\u002Finstalls config). Install skill: ",[3694,3718,3719],{},"pwm skill install opencode"," (teaches agents optimal MCP use, including usage checks). OpenCode (opencode.ai) supports free Big Pickle for orchestration—test with \"hello world.\" Connects to Anthropic, OpenAI, Nvidia free models; OpenCode Go ($10\u002Fmo) adds quotas for Kimi k26, DeepSeek V4, but Big Pickle is unlimited free.",[22,3722,3723,3724,3727],{},"MCP works with Cursor, Claude Code, Gemini Code Assist too via ",[3694,3725,3726],{},"pwm setup add [tool]",". Skills ensure agents query usage first (e.g., confirms 199 searches before council).",[17,3729,3731],{"id":3730},"run-agentic-council-debates-effectively","Run Agentic Council Debates Effectively",[22,3733,3734],{},"In OpenCode with Big Pickle: Test MCP: \"Ask Perplexity MCP latest AI news\" → pulls real-time data. Launch council: \"Ask Perplexity council with members GPT-5.4, Gemini 3.1 Pro, Sonnet 4.6; chairman Kimi k26: Are humans creators, users, or prisoners?\"",[22,3736,3737,3738,3740],{},"Process: Agent checks MCP usage, calls council (failed Kimi k26 didn't deduct search). Outputs: GPT-5.4\u002FGemini\u002FSonnet agree \"creators\u002Fusers, not prisoners.\" Use for dev questions needing search-backed debates. Post-run: ",[3694,3739,3708],{}," confirms deductions (3 used). Scales to serious queries since models have Perplexity search access.",{"title":49,"searchDepth":50,"depth":50,"links":3742},[3743,3744,3745],{"id":3678,"depth":50,"text":3679},{"id":3688,"depth":50,"text":3689},{"id":3730,"depth":50,"text":3731},[107],{"content_references":3748,"triage":3756},[3749,3753],{"type":62,"title":3750,"url":3751,"context":3752},"Perplexity Web MCP & CLI","https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fperplexity-web-mcp","mentioned",{"type":62,"title":3754,"url":3755,"context":3752},"OpenCode","https:\u002F\u002Fopencode.ai",{"relevance":3757,"novelty":71,"quality":71,"actionability":3757,"composite":3758,"reasoning":3759},5,4.55,"Category: AI & LLMs. The article provides a detailed guide on replicating a specific AI feature using available tools, addressing practical applications for developers looking to implement AI-powered features. It includes step-by-step instructions for setup and usage, making it immediately actionable for the target audience.","\u002Fsummaries\u002F0b98bd41cf68b73f-free-perplexity-llm-council-via-opencode-mcp-summary","2026-05-08 17:07:06","2026-05-09 15:24:55",{"title":3668,"description":49},{"loc":3760},"bc76287e81c1fb7a","Gen AI Spotlight","article","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9xyClDvmoZ0","summaries\u002F0b98bd41cf68b73f-free-perplexity-llm-council-via-opencode-mcp-summary",[88,86,87,89],"Replicate Perplexity's Max-only LLM Council feature on a Pro account using free OpenCode and Perplexity Web MCP\u002FCLI, enabling multi-model debates that cost 1 Pro search per engagement.","Step-by-step setup for the latest [Perplexity Web MCP & CLI](https:\u002F\u002Fgithub.com\u002Fjacob-bd\u002Fperplexity-web-mcp) (v0.10.7) in [OpenCode](opencode.ai), using its free Big Pickle model as orchestrator to run Perplexity Pro \"council\" debates with models like GPT-4o, Gemini, and Claude—demoed on a humans-vs-AI prompt.",[89],"_rbmRjr1-TJ6URHlwmZQZIWu4B6kdGPA5zWvut3rD9I",{"id":3776,"title":3777,"ai":3778,"body":3783,"categories":3823,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":3824,"navigation":74,"path":3847,"published_at":3848,"question":56,"scraped_at":3849,"seo":3850,"sitemap":3851,"source_id":3852,"source_name":3853,"source_type":3767,"source_url":3854,"stem":3855,"tags":3856,"thumbnail_url":56,"tldr":3857,"tweet":56,"unknown_tags":3858,"__hash__":3859},"summaries\u002Fsummaries\u002F74621bfff731b21c-claude-code-as-second-brain-video-editor-and-more-summary.md","Claude Code as Second Brain, Video Editor, and More",{"provider":7,"model":8,"input_tokens":3779,"output_tokens":3780,"processing_time_ms":3781,"cost_usd":3782},7074,1795,21006,0.00228965,{"type":14,"value":3784,"toc":3818},[3785,3789,3792,3795,3799,3802,3805,3808,3812,3815],[17,3786,3788],{"id":3787},"master-claude-code-setup-for-non-coding-workflows","Master Claude Code Setup for Non-Coding Workflows",[22,3790,3791],{},"Drive all Claude Code projects with a single claude.md file that prioritizes rules: hard non-negotiable rules first, then medium-priority, and low-priority with key references. Pair it with Obsidian's local markdown files for a second brain—Claude searches notes, answers queries, and edits\u002Fupdates them conversationally, eliminating manual digging. Only commit finalized info after discussion to avoid clutter. Install skills via npx or Claude marketplace (e.g., ad claude marketplace for plugins), select projects, run dev servers, and add API keys (Groq recommended for fast, free-tier transcription). This harness turns Claude into a day-running agent, replacing tools across workflows.",[22,3793,3794],{},"For research, embed a multi-step pipeline in claude.md: trigger on prompts to process steps in dedicated MD files (inputs, outputs, procedures, acceptance criteria). Sources\u002Fdrafts go in folders; final MD\u002FPDF exports with citations, grounding claims to prevent hallucinations—cross-verifies before drafting for credible outputs.",[17,3796,3798],{"id":3797},"create-videos-and-designs-through-prompted-iteration","Create Videos and Designs Through Prompted Iteration",[22,3800,3801],{},"Install Remotion skill (used by Anthropic's marketing for demos) to generate animated product videos: detail cuts, sequences, and assets in prompts; Claude plans, confirms, implements code for text\u002FSVG animations. Expect 20+ minutes for a 50-second clip, but it produces tailored, professional results on free setups—supply assets for enhancements beyond basics.",[22,3803,3804],{},"Anthropic's official Canvas Design skill handles posters, social posts, infographics: starts with a design philosophy MD (style, visuals), generates Python scripts for SVGs, balances compositions, and iterates on feedback (e.g., fix font sizes by reprompting—updates code and rerenders). Leverages Opus 4.7's improved SVG quality for non-UI designs.",[22,3806,3807],{},"Claude Video skill enables video watching: pass file paths\u002FURLs; it extracts frames, syncs to transcripts (Whisper\u002FGroq), and analyzes visuals\u002Faudio together. Summarizes findings with noticeable elements, outperforming transcript-only or screenshot hacks—keeps project context unlike switching to Gemini.",[17,3809,3811],{"id":3810},"consolidate-content-and-assign-specialized-roles","Consolidate Content and Assign Specialized Roles",[22,3813,3814],{},"Build a local content system querying Notion (via MCP) or NotebookLM (CLI tool for direct access, generating videos\u002Fslides\u002Fmaps\u002Fpodcasts from single sources to save tokens). Claude.md instructions route updates; query spreads across tools without consolidation overhead.",[22,3816,3817],{},"Assign folder-based roles for automation ROI: Finance manager analyzes CSVs\u002FNotion for reports\u002Fdirections\u002Fsuggestions; Teacher tracks progress\u002Fpreferences, explains concepts, quizzes from prior knowledge; Legal advisor flags issues in docs against guidelines (high\u002Fmedium priority); Data analyst processes datasets for decision reports. Scale to other roles by populating folders with data\u002Finstructions—Claude handles as specialist without coding.",{"title":49,"searchDepth":50,"depth":50,"links":3819},[3820,3821,3822],{"id":3787,"depth":50,"text":3788},{"id":3797,"depth":50,"text":3798},{"id":3810,"depth":50,"text":3811},[104],{"content_references":3825,"triage":3844},[3826,3829,3831,3833,3835,3838,3840],{"type":62,"title":3827,"url":3828,"context":65},"SerpApi","https:\u002F\u002Fserpapi.com\u002F?utm_source=youtube&utm_campaign=ailabs_may_2026",{"type":62,"title":3830,"context":3752},"Obsidian",{"type":62,"title":3832,"context":3752},"Remotion",{"type":62,"title":3834,"context":3752},"Claude Video",{"type":62,"title":3836,"author":3837,"context":3752},"Canvas Design","Anthropic",{"type":62,"title":3839,"context":3752},"NotebookLM",{"type":3841,"title":3842,"url":3843,"context":3752},"other","The Roundup","https:\u002F\u002Fwww.theroundup.so\u002F",{"relevance":71,"novelty":70,"quality":71,"actionability":71,"composite":3845,"reasoning":3846},3.8,"Category: AI Automation. The article discusses practical applications of Claude Code for automating workflows and replacing traditional tools, which aligns with the audience's need for actionable AI integration. It provides specific examples of how to set up Claude Code for various tasks, making it relevant and actionable.","\u002Fsummaries\u002F74621bfff731b21c-claude-code-as-second-brain-video-editor-and-more-summary","2026-05-05 14:00:00","2026-05-05 16:04:55",{"title":3777,"description":49},{"loc":3847},"3f1d7832f2d918a5","AI LABS","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=KQDVDtklf34","summaries\u002F74621bfff731b21c-claude-code-as-second-brain-video-editor-and-more-summary",[87,86,88,89],"Use Claude Code's agent system with claude.md files and skills to replace paid tools for second brain management, video creation (Remotion takes 20+ min for 50s clips), grounded research, video analysis, design iteration, content ops, and role-based tasks like finance or teaching—all on free setups.",[89],"hUW48A5C5XifaSYYqSsywneVYedRzwRdFVEf6166uwc",{"id":3861,"title":3862,"ai":3863,"body":3868,"categories":3993,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":3994,"navigation":74,"path":4001,"published_at":4002,"question":56,"scraped_at":4003,"seo":4004,"sitemap":4005,"source_id":4006,"source_name":4007,"source_type":3767,"source_url":4008,"stem":4009,"tags":4010,"thumbnail_url":56,"tldr":4011,"tweet":56,"unknown_tags":4012,"__hash__":4013},"summaries\u002Fsummaries\u002F831bdc7485023423-gemini-api-webhooks-replace-polling-for-long-runni-summary.md","Gemini API Webhooks Replace Polling for Long-Running AI Jobs",{"provider":7,"model":8,"input_tokens":3864,"output_tokens":3865,"processing_time_ms":3866,"cost_usd":3867},8390,1366,24170,0.00185415,{"type":14,"value":3869,"toc":3988},[3870,3874,3893,3900,3904,3919,3958,3962,3974,3985],[17,3871,3873],{"id":3872},"switch-to-push-notifications-to-cut-latency-and-costs","Switch to Push Notifications to Cut Latency and Costs",[22,3875,3876,3877,3880,3881,3884,3885,3888,3889,3892],{},"Polling ",[3694,3878,3879],{},"GET \u002Foperations"," wastes quota and delays detection of job completion in long-running Gemini tasks like batch prompt processing (thousands overnight), Deep Research agents, or video generation (minutes to hours). Webhooks push HTTP POST payloads to your endpoint instantly on finish, using thin payloads with pointers like ",[3694,3882,3883],{},"output_file_uri"," (e.g., ",[3694,3886,3887],{},"gs:\u002F\u002Fmy-bucket\u002Fresults.jsonl"," for batches) or ",[3694,3890,3891],{},"video_uri"," for videos. This delivers real-time updates without looping requests, ideal for agentic workflows and high-volume pipelines.",[22,3894,3895,3896,3899],{},"At-least-once delivery retries up to 24 hours with exponential backoff; deduplicate via ",[3694,3897,3898],{},"webhook-id",". Respond with 2xx immediately after signature verification, queuing heavy processing to avoid triggering retries.",[17,3901,3903],{"id":3902},"static-vs-dynamic-webhooks-for-flexible-routing","Static vs Dynamic Webhooks for Flexible Routing",[22,3905,3906,3907,3910,3911,3914,3915,3918],{},"Static webhooks register a project-level endpoint once via WebhookService API for global events like Slack alerts or DB syncs. Dynamic webhooks override per-request with ",[3694,3908,3909],{},"webhook_config"," payload, routing specific jobs (e.g., agent queues) and attaching ",[3694,3912,3913],{},"user_metadata"," like ",[3694,3916,3917],{},"{\"job_group\": \"nightly-eval\", \"priority\": \"high\"}"," for downstream fan-out without extra tracking.",[22,3920,3921,3922,3925,3926,3925,3929,3925,3932,3935,3936,3939,3940,3943,3944,3947,3948,3951,3952,3925,3955,3957],{},"Event catalog: Batch (",[3694,3923,3924],{},"batch.succeeded",", ",[3694,3927,3928],{},"batch.cancelled",[3694,3930,3931],{},"batch.expired",[3694,3933,3934],{},"batch.failed",", note ",[3694,3937,3938],{},"batch.completed"," in some docs); Interactions API (",[3694,3941,3942],{},"interaction.requires_action"," for pending function calls, ",[3694,3945,3946],{},"interaction.completed",", etc.); Video (",[3694,3949,3950],{},"video.generated"," with ",[3694,3953,3954],{},"file_id",[3694,3956,3891],{},"). Branch handlers on event type to fetch results.",[17,3959,3961],{"id":3960},"secure-with-hmacjwks-and-replay-protection","Secure with HMAC\u002FJWKS and Replay Protection",[22,3963,3964,3965,3925,3968,3925,3970,3973],{},"Adheres to Standard Webhooks spec: Verify ",[3694,3966,3967],{},"webhook-signature",[3694,3969,3898],{},[3694,3971,3972],{},"webhook-timestamp"," headers. Reject payloads >5 minutes old to block replays.",[22,3975,3976,3977,3980,3981,3984],{},"Static: HMAC with one-time shared secret (store in env vars; rotate with ",[3694,3978,3979],{},"REVOKE_PREVIOUS_SECRETS_AFTER_H24"," for 24h grace). Dynamic: JWT RS256 signatures verified against Google's JWKS at ",[3694,3982,3983],{},"https:\u002F\u002Fgenerativelanguage.googleapis.com\u002F.well-known\u002Fjwks.json","—no shared secrets needed.",[22,3986,3987],{},"Trade-offs: Thin payloads minimize bandwidth but require follow-up fetches; at-least-once risks duplicates (handle idempotency); dynamic suits per-job flexibility but needs request-level config.",{"title":49,"searchDepth":50,"depth":50,"links":3989},[3990,3991,3992],{"id":3872,"depth":50,"text":3873},{"id":3902,"depth":50,"text":3903},{"id":3960,"depth":50,"text":3961},[104],{"content_references":3995,"triage":3999},[3996],{"type":3841,"title":3997,"url":3998,"context":65},"Event-driven webhooks for developers and tools","https:\u002F\u002Fblog.google\u002Finnovation-and-ai\u002Ftechnology\u002Fdevelopers-tools\u002Fevent-driven-webhooks\u002F",{"relevance":3757,"novelty":71,"quality":71,"actionability":3757,"composite":3758,"reasoning":4000},"Category: AI Automation. The article provides a detailed overview of how to implement event-driven webhooks in the Gemini API, addressing a specific pain point of reducing latency and costs associated with polling. It offers concrete examples and actionable steps for integrating this feature into AI workflows, making it highly relevant and practical for developers building AI-powered products.","\u002Fsummaries\u002F831bdc7485023423-gemini-api-webhooks-replace-polling-for-long-runni-summary","2026-05-05 07:01:53","2026-05-05 16:09:53",{"title":3862,"description":49},{"loc":4001},"831bdc7485023423","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F05\u002Fgoogle-adds-event-driven-webhooks-to-the-gemini-api-eliminating-the-need-for-polling-in-long-running-ai-jobs\u002F","summaries\u002F831bdc7485023423-gemini-api-webhooks-replace-polling-for-long-runni-summary",[86,87,88,89],"Use Gemini API's new event-driven webhooks to get instant push notifications on batch jobs, agent interactions, and video generation completion, cutting latency and API costs from constant GET \u002Foperations polling.",[89],"JKyd6sBClxY9fSiiOZVmn1L62fX_2u1E4TI25wP0vZ8",{"id":4015,"title":4016,"ai":4017,"body":4022,"categories":4133,"created_at":56,"date_modified":56,"description":49,"extension":57,"faq":56,"featured":58,"kicker_label":56,"meta":4134,"navigation":74,"path":4142,"published_at":4143,"question":56,"scraped_at":4144,"seo":4145,"sitemap":4146,"source_id":4147,"source_name":4148,"source_type":3767,"source_url":4149,"stem":4150,"tags":4151,"thumbnail_url":56,"tldr":4152,"tweet":56,"unknown_tags":4153,"__hash__":4154},"summaries\u002Fsummaries\u002F4fe19a64f863e6d1-persistent-ai-stock-analyst-via-karpathy-s-llm-wik-summary.md","Persistent AI Stock Analyst via Karpathy’s LLM Wiki",{"provider":7,"model":8,"input_tokens":4018,"output_tokens":4019,"processing_time_ms":4020,"cost_usd":4021},5495,1636,20507,0.00189435,{"type":14,"value":4023,"toc":4128},[4024,4028,4035,4038,4042,4045,4090,4097,4101,4104,4125],[17,4025,4027],{"id":4026},"persistent-memory-compounds-insights-beyond-daily-scans","Persistent Memory Compounds Insights Beyond Daily Scans",[22,4029,4030,4031,4034],{},"Stateless AI agents produce mechanical watchlists without strategic depth; Karpathy’s LLM Wiki fixes this by maintaining an evolving ",[3694,4032,4033],{},"research\u002Findex.md"," file as a \"brain.\" This append-only artifact cross-links tickers and events—for example, linking Strait of Hormuz news to $VST margins via Amazon PPA deals. Setup uses Hermes Agent with custom skills, GLM-5-Turbo model, and auto-organizes content from Karpathy’s gist. Result: agent evolves from freshman intern (basic ticker lists) to analyst spotting asymmetric trades, like $LMND’s 4\u002F9 Asymmetry Score due to shrinking surprise percentage and market pricing in perfection.",[22,4036,4037],{},"Feed it your watchlist and prompts like \"hunt for asymmetric plays,\" then layer macro context: connect tickers to interest rates, hyperscaler AI CAPEX, supply chain bottlenecks. Recursive improvements prompt the agent: \"You’re an analyst for asymmetric trades... constantly improving... hunting new opportunities.\"",[17,4039,4041],{"id":4040},"multi-layer-pipeline-filters-signals-into-conviction","Multi-Layer Pipeline Filters Signals into Conviction",[22,4043,4044],{},"Run daily at 7:45 AM:",[4046,4047,4048,4056,4078,4084],"ol",{},[4049,4050,4051,4055],"li",{},[4052,4053,4054],"strong",{},"Signal Scanner",": Scrapes 24h tweets from thesis-driven accounts (e.g., @aleabitoreddit, @midascabal)—supply chain experts, not shillers.",[4049,4057,4058,4061,4062,4065,4066,4069,4070,4073,4074,4077],{},[4052,4059,4060],{},"Noise Filter",": Extracts cashtags, classifies by ",[4052,4063,4064],{},"Conviction Hierarchy","—",[4052,4067,4068],{},"Conviction"," (strong thesis), ",[4052,4071,4072],{},"High Signal"," (unusual activity), ",[4052,4075,4076],{},"Watchlist"," (needs pullback\u002Fdata). Ignores \"I called this at $X\" boasts.",[4049,4079,4080,4083],{},[4052,4081,4082],{},"Convergence Engine",": Flags multi-source alignment, e.g., $INTC CPU-to-GPU ratio or $SIVE InP lasers across accounts.",[4049,4085,4086,4089],{},[4052,4087,4088],{},"Persistent Wiki",": Builds cross-linked research, incorporating multimodal inputs like YouTube\u002Fpodcast transcripts and new X follows (agent pushed back on @pelositracker for lacking thesis depth).",[22,4091,4092,4093,4096],{},"Expands via ",[4052,4094,4095],{},"Recursive Source Discovery",": Hunts non-shilling accounts mapping supply chains. Pressure-test stocks like $LMND yields contrarian analysis, rejecting hype.",[17,4098,4100],{"id":4099},"actionable-build-principles-for-compounding-agents","Actionable Build Principles for Compounding Agents",[22,4102,4103],{},"Ditch single-prompt tools; build stateful systems:",[4105,4106,4107,4113,4119],"ul",{},[4049,4108,4109,4112],{},[4052,4110,4111],{},"Create a Log",": Append-only timeline of research.",[4049,4114,4115,4118],{},[4052,4116,4117],{},"Force Cross-Linking",": Explain New Ticker A’s impact on Thesis B.",[4049,4120,4121,4124],{},[4052,4122,4123],{},"Define Anti-Goals",": Exclude meme accounts, lagging indicators.",[22,4126,4127],{},"Over a month, this library uncovers alpha stateless chats miss. Track evolution at @CalConviction; integrates news for strategic headlines, turning news overload into high-conviction briefings.",{"title":49,"searchDepth":50,"depth":50,"links":4129},[4130,4131,4132],{"id":4026,"depth":50,"text":4027},{"id":4040,"depth":50,"text":4041},{"id":4099,"depth":50,"text":4100},[107],{"content_references":4135,"triage":4140},[4136],{"type":3841,"title":4137,"author":4138,"url":4139,"context":65},"LLM wiki","Andrej Karpathy","https:\u002F\u002Fgist.github.com\u002Fkarpathy\u002F442a6bf555914893e9891c11519de94f",{"relevance":3757,"novelty":71,"quality":71,"actionability":3757,"composite":3758,"reasoning":4141},"Category: AI & LLMs. The article provides a detailed framework for building a persistent AI stock analyst using Karpathy’s LLM Wiki, addressing the audience's need for practical applications of AI in finance. It outlines specific steps and tools, such as the Hermes Agent and GLM-5-Turbo model, making it immediately actionable for developers looking to implement similar systems.","\u002Fsummaries\u002F4fe19a64f863e6d1-persistent-ai-stock-analyst-via-karpathy-s-llm-wik-summary","2026-05-05 05:48:45","2026-05-05 16:09:23",{"title":4016,"description":49},{"loc":4142},"4fe19a64f863e6d1","Generative AI","https:\u002F\u002Fgenerativeai.pub\u002Fusing-karpathys-wiki-how-i-turned-an-ai-agent-into-a-stock-analyst-2261baa54795?source=rss----440100e76000---4","summaries\u002F4fe19a64f863e6d1-persistent-ai-stock-analyst-via-karpathy-s-llm-wik-summary",[87,86,88,89],"Give AI agents persistent memory using Karpathy’s LLM Wiki to compound stock insights over time, connecting daily signals into strategic theses instead of stateless summaries.",[89],"oZDZdEzKOAvUOIYi6yd1T4_4t6ZfoOIaxcVTTRzPjp4"]