[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-fc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary":3,"summaries-facets-categories":83,"summary-related-fc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary":6987},{"id":4,"title":5,"ai":6,"body":13,"categories":58,"created_at":60,"date_modified":60,"description":61,"extension":62,"faq":60,"featured":63,"kicker_label":60,"meta":64,"navigation":65,"path":66,"published_at":67,"question":60,"scraped_at":68,"seo":69,"sitemap":70,"source_id":71,"source_name":72,"source_type":73,"source_url":74,"stem":75,"tags":76,"thumbnail_url":60,"tldr":80,"tweet":60,"unknown_tags":81,"__hash__":82},"summaries\u002Fsummaries\u002Ffc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary.md","Lyria 3 Pro: Generate 3-Min Songs with Section Timestamps",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",5224,1306,14216,0.00167515,{"type":14,"value":15,"toc":51},"minimark",[16,21,25,28,32,35,38,42,45,48],[17,18,20],"h2",{"id":19},"precise-structural-control-unlocks-full-songs","Precise Structural Control Unlocks Full Songs",[22,23,24],"p",{},"Lyria 3 Pro overcomes Lyria 3's limitations—no more 30-second clips that abruptly end without structure. Now generate up to 3-minute tracks by defining sections like intro (0-10s), verse (10-30s), chorus, bridge, drop, build, solo, or outro with exact timestamps. Specify BPM (e.g., 90), key (e.g., A minor), and mood shifts (e.g., low-fi hip-hop to high-energy peaks). This ensures the model follows instructions precisely, producing dynamic compositions where beats strip away for atmospheric synths before heavy bass drops, maintaining coherence across sections.",[22,26,27],{},"Prompt example for quick generation: \"Dynamic cool underground bar track that constantly shifts energy between chill vibes and high-energy peaks,\" paired with BPM 90 and key selection. For structured output, detail each segment's length and style, yielding breakdowns like \"intro: low-fi hip-hop (0-10s)\" transitioning seamlessly to builds.",[17,29,31],{"id":30},"custom-lyrics-and-genre-flexibility","Custom Lyrics and Genre Flexibility",[22,33,34],{},"Input your own lyrics and assign them to specific sections (verse here, chorus there), generating vocals, instrumentation, and full tracks in genres like pop, lo-fi, indie, hip-hop, or classical. Add mood descriptors, instruments, BPM, and key for tailored results. Example lyrics prompt produces singing like \"midnight city streets in the rhythm of this room,\" with pop beats and builds that captivate listeners.",[22,36,37],{},"This turns vague ideas into professional songs, supporting multilingual potential by specifying languages in prompts. Trade-off: Outputs excel in structured prompts but may need iteration for complex videos.",[17,39,41],{"id":40},"multimodal-inputs-for-visual-mood-matching","Multimodal Inputs for Visual-Mood Matching",[22,43,44],{},"Feed images for mood-matched tracks—upload a dynamic image with prompt \"create a dynamic track inspired by this image,\" and Gemini's multimodality analyzes visuals to compose fitting audio quickly.",[22,46,47],{},"For videos, pipe through Gemini Flash: \"Dynamic track inspired by this video\" auto-generates soundtracks syncing energy to content (e.g., short clips get ambient scores). Works for nested videos but performs best on simpler inputs; complex scenes may require refined prompts.",[22,49,50],{},"Access via Gemini app (paid), Vertex AI (enterprise), or Google AI Studio\u002FGemini API. Build apps like the demo's five-tab interface (quick generate, structured composer, lyric studio, image-to-music, video soundtrack) to test all modes rapidly.",{"title":52,"searchDepth":53,"depth":53,"links":54},"",2,[55,56,57],{"id":19,"depth":53,"text":20},{"id":30,"depth":53,"text":31},{"id":40,"depth":53,"text":41},[59],"AI & LLMs",null,"Google's Lyria 3 Pro is taking the music world by storm with its incredible AI music generation capabilities. This powerful tool allows users to create full songs using AI, with features such as text to music and image to music conversion. The Lyria 3 Pro also includes a structured composer and a Gemini API, making it a versatile tool for music producers. With its advanced AI audio capabilities, including AI chorus and AI lyrics, this software is a game-changer for the music industry. In this video, we'll explore the insane features of Google's Lyria 3 Pro, including its AI music app and AI song generator. We'll also dive into the world of generative music and how this tool can be used to create unique soundtracks for videos. Whether you're a professional musician or just starting out, the Lyria 3 Pro is an exciting development in the world of AI music 2025. With its BPM control and ability to create music using AI, this software is a must-see for anyone interested in music technology. Google AI Studio has outdone itself with the Lyria 3 Pro, and we can't wait to see what the future holds for this innovative technology. The possibilities are endless with the Lyria 3 Pro, from creating custom video soundtracks to generating music using AI. Get ready to experience the future of music generation with Google's Lyria 3 Pro.","md",false,{},true,"\u002Fsummaries\u002Ffc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary","2026-03-29 01:35:59","2026-04-03 21:12:58",{"title":5,"description":61},{"loc":66},"fc7fd0122d4d55b1","AI with Surya","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=W6db28rIHA4","summaries\u002Ffc7fd0122d4d55b1-lyria-3-pro-generate-3-min-songs-with-section-time-summary",[77,78,79],"ai-tools","llm","prompt-engineering","Lyria 3 Pro adds precise control over full 3-minute songs via timestamps for intro\u002Fverse\u002Fchorus\u002Fbridge, custom lyrics, BPM\u002Fkey settings, and multimodal image\u002Fvideo inputs through Gemini 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At each step, the model calculates the likelihood of every possible next token. By default, the model samples from this distribution, which introduces inherent stochasticity. Understanding that LLMs do not 'decide' but rather 'sample' is the prerequisite for controlling output consistency.",[17,7007,7009],{"id":7008},"strategies-for-controlling-output","Strategies for Controlling Output",[22,7011,7012],{},"To move from unpredictable, creative generation to deterministic, reliable output, you must intervene in the sampling process:",[7014,7015,7016,7029],"ul",{},[7017,7018,7019,7023,7024,7028],"li",{},[7020,7021,7022],"strong",{},"Temperature Control:"," Setting ",[7025,7026,7027],"code",{},"temperature"," to 0 effectively forces the model to always select the token with the highest probability (greedy decoding). This makes the output deterministic, meaning the same prompt will consistently yield the same result.",[7017,7030,7031,7034,7035],{},[7020,7032,7033],{},"Top-K and Top-P (Nucleus) Sampling:"," These methods truncate the probability distribution before sampling.\n",[7014,7036,7037,7043],{},[7017,7038,7039,7042],{},[7020,7040,7041],{},"Top-K"," restricts the model to choosing only from the top 'K' most likely tokens, preventing the model from picking low-probability 'tail' tokens that lead to hallucinations or nonsensical text.",[7017,7044,7045,7048],{},[7020,7046,7047],{},"Top-P (Nucleus Sampling)"," selects from the smallest set of tokens whose cumulative probability exceeds the threshold 'P'. This is generally more flexible than Top-K because the size of the candidate pool dynamically adjusts based on the model's confidence.",[17,7050,7052],{"id":7051},"choosing-the-right-strategy","Choosing the Right Strategy",[22,7054,7055],{},"Choosing between deterministic and non-deterministic generation depends on the specific use case:",[7014,7057,7058,7064],{},[7017,7059,7060,7063],{},[7020,7061,7062],{},"Use Deterministic (Temp=0) for:"," Data extraction, code generation, classification tasks, or any scenario where accuracy and reproducibility are paramount.",[7017,7065,7066,7069],{},[7020,7067,7068],{},"Use Non-Deterministic (Temp > 0) for:"," Creative writing, brainstorming, or open-ended conversational tasks where variety and 'human-like' nuance are preferred over strict consistency.",{"title":52,"searchDepth":53,"depth":53,"links":7071},[7072,7073,7074],{"id":7001,"depth":53,"text":7002},{"id":7008,"depth":53,"text":7009},{"id":7051,"depth":53,"text":7052},[59],{"content_references":7077,"triage":7083},[7078],{"type":7079,"title":7080,"author":7081,"context":7082},"tool","GPT-2","OpenAI","mentioned",{"relevance":7084,"novelty":7085,"quality":7086,"actionability":7086,"composite":7087,"reasoning":7088},5,3,4,4.15,"Category: AI & LLMs. The article provides a deep dive into controlling LLM outputs, addressing a specific pain point for developers who need to understand how to implement deterministic versus stochastic generation in their AI features. It offers practical strategies like temperature control and sampling methods, making it actionable for the audience.","\u002Fsummaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary","2026-06-26 20:35:15","2026-06-27 12:56:27",{"title":6990,"description":52},{"loc":7089},"70808dff74b931f3","Level Up Coding","article","https:\u002F\u002Flevelup.gitconnected.com\u002Fdeterministic-and-non-deterministic-llms-how-to-control-the-output-bdecd2a22ee6?source=rss----5517fd7b58a6---4","summaries\u002F70808dff74b931f3-controlling-llm-output-deterministic-vs-stochastic-summary",[78,79,77],"LLM outputs are probability distributions over tokens. You can force deterministic results by setting temperature to 0 or using top-p\u002Ftop-k sampling to constrain the randomness of the next-token selection.",[],"yg5_e5TnCMiL8j5dctUAq3NMt9CCUkjFjg8DjjG5hpY",{"id":7104,"title":7105,"ai":7106,"body":7111,"categories":7268,"created_at":60,"date_modified":60,"description":52,"extension":62,"faq":60,"featured":63,"kicker_label":60,"meta":7269,"navigation":65,"path":7277,"published_at":60,"question":60,"scraped_at":7278,"seo":7279,"sitemap":7280,"source_id":7281,"source_name":7282,"source_type":7096,"source_url":7283,"stem":7284,"tags":7285,"thumbnail_url":60,"tldr":7286,"tweet":60,"unknown_tags":7287,"__hash__":7288},"summaries\u002Fsummaries\u002F66439e0ac0aedcb0-prompt-templates-for-ai-assisted-clinical-workflow-summary.md","Prompt Templates for AI-Assisted Clinical Workflows",{"provider":7,"model":8,"input_tokens":7107,"output_tokens":7108,"processing_time_ms":7109,"cost_usd":7110},7163,1729,10764,0.0022746,{"type":14,"value":7112,"toc":7263},[7113,7117,7149,7171,7175,7192,7205,7209,7228,7245,7260],[17,7114,7116],{"id":7115},"accelerate-diagnostics-and-differentials","Accelerate Diagnostics and Differentials",[22,7118,7119,7120,7124,7125,7128,7129,7132,7133,7136,7137,7140,7141,7144,7145,7148],{},"For a 62-year-old man with diabetes, CKD, fever, SOB, and confusion, prompt ChatGPT: \"Outline focused workup (labs, imaging, micro) for sepsis\u002Fpneumonia and how results guide acute management.\" Template generalizes: \"I am a ",[7121,7122,7123],"span",{},"role"," caring for ",[7121,7126,7127],{},"age\u002Fgender"," with ",[7121,7130,7131],{},"PMH"," presenting ",[7121,7134,7135],{},"complaints"," in ",[7121,7138,7139],{},"setting",". Provide workup for ",[7121,7142,7143],{},"conditions"," explaining ",[7121,7146,7147],{},"management\u002Ftriage",".\"",[22,7150,7151,7152,7154,7155,7128,7157,7136,7160,7162,7163,7166,7167,7170],{},"Differentiate diagnoses like patellofemoral pain from strain or costochondritis in a 28-year-old post-travel: Prioritize differential, detail history\u002Fexam\u002Ftests supporting\u002Frefuting each, then distinguish primary from 3 alternatives via bedside eval, labs, imaging. Use: \"I am ",[7121,7153,7123],{}," evaluating ",[7121,7156,7127],{},[7121,7158,7159],{},"complaint\u002Fsymptoms",[7121,7161,7139],{},". Generate prioritized differential... distinguish ",[7121,7164,7165],{},"primary"," from ",[7121,7168,7169],{},"alts",".\" Results in structured reasoning that narrows options faster than manual recall.",[17,7172,7174],{"id":7173},"build-problem-based-plans-and-notes","Build Problem-Based Plans and Notes",[22,7176,7177,7178,7180,7181,7183,7184,7187,7188,7191],{},"For 74-year-old with decompensated HF and AKI: Prompt for pathophysiology per problem, trending diagnostics, meds\u002Ffluids\u002Fprocedures\u002Fmonitoring, disposition, and comorbidity impacts (e.g., escalation triggers). Template: \"I am ",[7121,7179,7123],{}," managing ",[7121,7182,7127],{}," admitted with ",[7121,7185,7186],{},"dx\u002Fcomplications",". Create plan including pathophys, diagnostics, therapeutics, disposition; highlight ",[7121,7189,7190],{},"complication"," effects.\"",[22,7193,7194,7195,7197,7198,7128,7200,7136,7202,7204],{},"Document bronchiolitis in 3-year-old: Generate chart-ready note with HPI, PMH\u002Fmeds, exam, assessment\u002Fdifferential, plan. Format replicates real EHR. Template ensures completeness: \"I am ",[7121,7196,7123],{}," seeing ",[7121,7199,7127],{},[7121,7201,7159],{},[7121,7203,7139],{},". Write note: HPI, PMH\u002Fmeds, exam, assessment, plan.\" Reduces documentation time from scratch.",[17,7206,7208],{"id":7207},"enhance-counseling-handoffs-and-evidence-checks","Enhance Counseling, Handoffs, and Evidence Checks",[22,7210,7211,7212,7214,7215,7128,7217,7220,7221,7224,7225,7148],{},"Counsel 60-year-old new T2DM: Explain condition, med dosing, diet\u002Flifestyle\u002Fmonitoring, red flags in plain language. Template: \"I am ",[7121,7213,7123],{}," counseling ",[7121,7216,7127],{},[7121,7218,7219],{},"dx",". Write instructions: meaning, ",[7121,7222,7223],{},"meds",", recommendations, red flags for ",[7121,7226,7227],{},"literacy level",[22,7229,7230,7231,7233,7234,7236,7237,7240,7241,7244],{},"Discharge 72-year-old post-hip fx: Handoff summary to PCP, home health, PT with problems, meds, tests, function, follow-up. Template structures communication: \"I am ",[7121,7232,7123],{}," coordinating ",[7121,7235,7127],{}," post-",[7121,7238,7239],{},"event",". Outline info for ",[7121,7242,7243],{},"providers",": problems, meds, tests, status, needs.\"",[22,7246,7247,7248,7250,7251,7128,7253,7256,7257,7148],{},"For 65-year-old new AFib: Summarize guidelines on anticoagulation, rate\u002Frhythm, stroke prevention applied to patient risks. Template: \"I am ",[7121,7249,7123],{}," reviewing ",[7121,7252,7127],{},[7121,7254,7255],{},"condition\u002Fcomorbids",". Summarize guidelines: dx\u002Frisk, therapies, complications; apply to ",[7121,7258,7259],{},"factors",[22,7261,7262],{},"Post-stroke 79-year-old with memory loss\u002Firritability: Differential for dementia vs. age-related changes. Or summarize eval pathway: red flags, history\u002Fexam (collateral\u002Fmeds), screens, labs, imaging triggers—link org protocols. Templates pull cited evidence from trusted sources, ensuring compliance and reducing search time.",{"title":52,"searchDepth":53,"depth":53,"links":7264},[7265,7266,7267],{"id":7115,"depth":53,"text":7116},{"id":7173,"depth":53,"text":7174},{"id":7207,"depth":53,"text":7208},[59],{"content_references":7270,"triage":7274},[7271],{"type":7079,"title":7272,"url":7273,"context":7082},"ChatGPT for Healthcare","https:\u002F\u002Fopenai.com\u002Fsolutions\u002Fhealthcare\u002F",{"relevance":7084,"novelty":7086,"quality":7086,"actionability":7084,"composite":7275,"reasoning":7276},4.55,"Category: AI & LLMs. The article provides practical prompt templates for clinicians to enhance their workflows using AI, addressing a specific pain point of reducing administrative time in healthcare. It offers concrete examples of how to structure prompts for various clinical scenarios, making it immediately actionable for healthcare professionals.","\u002Fsummaries\u002F66439e0ac0aedcb0-prompt-templates-for-ai-assisted-clinical-workflow-summary","2026-04-16 03:19:05",{"title":7105,"description":52},{"loc":7277},"66439e0ac0aedcb0","OpenAI News","https:\u002F\u002Fopenai.com\u002Facademy\u002Fhealthcare","summaries\u002F66439e0ac0aedcb0-prompt-templates-for-ai-assisted-clinical-workflow-summary",[79,78,77],"Clinicians cut administrative time using HIPAA-compliant ChatGPT prompts for diagnostics, differentials, plans, notes, counseling, handoffs, and guideline checks—freeing focus for patients.",[],"5Jsy-OrU4cFgtthC_7VM16C6cViE5vfsRoMSq4RQhcM",{"id":7290,"title":7291,"ai":7292,"body":7297,"categories":7329,"created_at":60,"date_modified":60,"description":52,"extension":62,"faq":60,"featured":63,"kicker_label":60,"meta":7330,"navigation":65,"path":7345,"published_at":60,"question":60,"scraped_at":7346,"seo":7347,"sitemap":7348,"source_id":7349,"source_name":7282,"source_type":7096,"source_url":7350,"stem":7351,"tags":7352,"thumbnail_url":60,"tldr":7353,"tweet":60,"unknown_tags":7354,"__hash__":7355},"summaries\u002Fsummaries\u002Faa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary.md","ChatGPT Basics: Prompts, Use Cases, Voice Mode",{"provider":7,"model":8,"input_tokens":7293,"output_tokens":7294,"processing_time_ms":7295,"cost_usd":7296},6326,1470,8147,0.00149335,{"type":14,"value":7298,"toc":7324},[7299,7303,7310,7314,7317,7321],[17,7300,7302],{"id":7301},"launching-conversations-with-precise-prompts","Launching Conversations with Precise Prompts",[22,7304,7305,7306,7309],{},"ChatGPT processes natural language prompts—text, images, audio, or files—to generate helpful, human-like responses in real time, powered by large language models. Begin by typing a prompt in the interface's input field; a new chat starts automatically. For immediate value, use this customizable prompt: \"Tell me how I can use ChatGPT to make my life easier. I’m a ",[7121,7307,7308],{},"your job or description",". Give me 5 things I can do right now, and a prompt for each one.\" Follow up with refinements or questions to iterate, building context over multiple exchanges. This approach reveals personalized applications instantly, turning vague curiosity into actionable ideas.",[17,7311,7313],{"id":7312},"identifying-high-impact-use-cases","Identifying High-Impact Use Cases",[22,7315,7316],{},"Prioritize tasks mimicking chat flows: writing drafts, brainstorming, summarizing long content, polishing rough notes, or reasoning through problems. These yield fast benefits—faster first drafts, clearer thinking, less blank-page paralysis—without high risk. Scale to stronger fits: frequent, multi-step processes needing sustained context. Transition one-off prompts into repeatable systems using Projects for material organization, custom GPTs for consistent instructions, or Skills for workflows. Rule of thumb: Track repeated actions in simple chats, then structure them for speed, consistency, and quality gains.",[17,7318,7320],{"id":7319},"accelerating-with-voice-features","Accelerating with Voice Features",[22,7322,7323],{},"Voice Mode enables two-way, real-time spoken conversations—speak a query, hear ChatGPT reply aloud—for hands-free brainstorming, multitasking drafts, or presentation practice. Dictation converts speech to editable text in the input field. Access via chat window icons; audio\u002Fvideo clips and transcriptions save in history as long as the chat persists. This cuts typing time, boosts accessibility, and fits mobile or busy scenarios, like dictating meeting notes for instant summaries.",{"title":52,"searchDepth":53,"depth":53,"links":7325},[7326,7327,7328],{"id":7301,"depth":53,"text":7302},{"id":7312,"depth":53,"text":7313},{"id":7319,"depth":53,"text":7320},[59],{"content_references":7331,"triage":7343},[7332,7336,7340],{"type":7333,"title":7334,"url":7335,"context":7082},"other","What is AI","https:\u002F\u002Fopenai.com\u002Facademy\u002Fwhat-is-ai\u002F",{"type":7333,"title":7337,"url":7338,"context":7339},"Prompting fundamentals","https:\u002F\u002Fopenai.com\u002Facademy\u002Fprompting\u002F","recommended",{"type":7333,"title":7341,"url":7342,"context":7339},"Voice Mode FAQ","https:\u002F\u002Fhelp.openai.com\u002Farticles\u002F8400625-voice-mode-faq",{"relevance":7084,"novelty":7085,"quality":7086,"actionability":7086,"composite":7087,"reasoning":7344},"Category: AI & LLMs. The article provides practical insights on using ChatGPT effectively, addressing the audience's need for actionable AI integration in their workflows. It includes specific examples of prompts and use cases, making it directly applicable for developers and product builders.","\u002Fsummaries\u002Faa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary","2026-04-16 03:19:02",{"title":7291,"description":52},{"loc":7345},"aa67bf587bd0c123","https:\u002F\u002Fopenai.com\u002Facademy\u002Fgetting-started","summaries\u002Faa67bf587bd0c123-chatgpt-basics-prompts-use-cases-voice-mode-summary",[78,79,77],"Enter clear prompts to converse with ChatGPT, target chat-like tasks like drafting or brainstorming for quick wins, then scale to repeatable workflows; use Voice Mode for real-time talk or Dictation for text conversion.",[],"iN6oRI37YU6_aImBgAxTaWEoqeYr7lHWZpiGZdUa43I",{"id":7357,"title":7358,"ai":7359,"body":7364,"categories":7411,"created_at":60,"date_modified":60,"description":52,"extension":62,"faq":60,"featured":63,"kicker_label":60,"meta":7412,"navigation":65,"path":7419,"published_at":60,"question":60,"scraped_at":7420,"seo":7421,"sitemap":7422,"source_id":7423,"source_name":7424,"source_type":7096,"source_url":7425,"stem":7426,"tags":7427,"thumbnail_url":60,"tldr":7428,"tweet":60,"unknown_tags":7429,"__hash__":7430},"summaries\u002Fsummaries\u002Fe9e39426a0d8260e-slash-claude-costs-90-with-prompt-prefix-caching-summary.md","Slash Claude Costs 90% with Prompt Prefix Caching",{"provider":7,"model":8,"input_tokens":7360,"output_tokens":7361,"processing_time_ms":7362,"cost_usd":7363},8941,1616,15350,0.00257355,{"type":14,"value":7365,"toc":7406},[7366,7370,7381,7388,7392,7395,7399],[17,7367,7369],{"id":7368},"implement-automatic-caching-for-multi-turn-chats","Implement Automatic Caching for Multi-Turn Chats",[22,7371,7372,7373,7376,7377,7380],{},"Add a top-level ",[7025,7374,7375],{},"cache_control: {\"type\": \"ephemeral\"}"," to your Messages API request to automatically cache up to the last eligible block (tools > system > messages order). In growing conversations, each request reads prior cache (up to 20 blocks back) and writes new prefix, moving the breakpoint forward without manual updates. For example, Request 1 caches system + user1 + asst1 + user2; Request 2 hits cache through user2, processes asst2 + user3 fresh, then caches up to user3. Use ",[7025,7378,7379],{},"ttl: \"1h\""," for longer 1-hour lifetime at 2x base input price. Combine with explicit blocks on static system\u002Ftools for hybrid control, limited to 4 breakpoints total. Edge cases: skips if last block ineligible, errors on TTL mismatch or slot exhaustion.",[22,7382,7383,7384,7387],{},"Explicit breakpoints via ",[7025,7385,7386],{},"cache_control"," on specific blocks give precise control: place on last identical static prefix (e.g., end of tools\u002Fsystem\u002Fexamples before varying user input). System checks hash at breakpoint, then looks back ≤20 blocks for prior writes—never auto-caches unwritten positions. Mistake to avoid: breakpoint on changing content like timestamps causes full reprocess; fix by marking stable prefix end. Multiple breakpoints (max 4) cache layers independently (e.g., tools rarely, context daily), restarting lookback at each to hit older writes beyond 20 blocks.",[17,7389,7391],{"id":7390},"pricing-delivers-90-savings-on-hits","Pricing Delivers 90% Savings on Hits",[22,7393,7394],{},"Cache writes cost 1.25x base input for 5-min TTL ($0.30-$18.75\u002FMTok writes across models like Sonnet 4.6 at $3 base), 2x for 1h ($0.50-$30\u002FMTok); hits\u002Frefreshes at 0.1x ($0.03-$1.50\u002FMTok)—stack with batch discounts. Outputs unchanged ($1.25-$75\u002FMTok). Minimums: 4096 tokens (Opus 4.6\u002F4.5, Haiku 4.5), 2048 (Sonnet 4.6, Haiku 3.5), 1024 (others). Below threshold? Processed uncached, no error—pad static content to hit it since reads \u003C\u003C fresh inputs. Total inputs = cache_read + cache_creation + input (post-breakpoint only). Example: 100k cached read + 50 new input = $ low cost vs full 100k fresh.",[17,7396,7398],{"id":7397},"avoid-pitfalls-and-monitor-effectiveness","Avoid Pitfalls and Monitor Effectiveness",[22,7400,7401,7402,7405],{},"Cache tools\u002Fsystem\u002Ftext\u002Fimages\u002Ftool results (user\u002Fasst turns); no thinking\u002Fsub-blocks directly, but thinking caches indirectly in history. Invalidations: tool changes kill all; web\u002Fcitations\u002Fspeed toggle system+messages; tool_choice\u002Fimages\u002Fthinking params hit messages only. Non-tool user content strips prior thinking. Strategies: front-load statics, verify via response ",[7025,7403,7404],{},"usage",": cache_creation_input_tokens (writes), cache_read_input_tokens (reads), input_tokens (fresh tail). If both creation\u002Fread=0, missed threshold\u002Fno hit. Concurrent requests? First writes, others wait. TTL 5min default, refreshes free on hit. Post-2026: workspace isolation (not org). Supports all active Claude models; ZDR eligible.",{"title":52,"searchDepth":53,"depth":53,"links":7407},[7408,7409,7410],{"id":7368,"depth":53,"text":7369},{"id":7390,"depth":53,"text":7391},{"id":7397,"depth":53,"text":7398},[59],{"content_references":7413,"triage":7417},[7414],{"type":7079,"title":7415,"url":7416,"context":7082},"Claude Mythos Preview","https:\u002F\u002Fanthropic.com\u002Fglasswing",{"relevance":7084,"novelty":7086,"quality":7086,"actionability":7084,"composite":7275,"reasoning":7418},"Category: AI & LLMs. The article provides a detailed guide on implementing prompt prefix caching in the Claude API, addressing a specific pain point for developers looking to optimize costs in AI applications. It includes practical steps and examples that can be directly applied to enhance efficiency and reduce expenses.","\u002Fsummaries\u002Fe9e39426a0d8260e-slash-claude-costs-90-with-prompt-prefix-caching-summary","2026-04-16 03:04:26",{"title":7358,"description":52},{"loc":7419},"e9e39426a0d8260e","__oneoff__","https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fbuild-with-claude\u002Fprompt-caching","summaries\u002Fe9e39426a0d8260e-slash-claude-costs-90-with-prompt-prefix-caching-summary",[78,79,77],"Cache prompt prefixes in Anthropic's Claude API to process repetitive static content at 10% of base input cost on hits, with automatic mode for chats and explicit for control—minimum 1024-4096 tokens per model.",[],"VxK33IUq267OCHhrCWAuR2sajOZ9cnZtxzWI13-TDaE"]