[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary":3,"summaries-facets-categories":103,"summary-related-996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary":7007},{"id":4,"title":5,"ai":6,"body":13,"categories":58,"created_at":60,"date_modified":60,"description":52,"extension":61,"faq":60,"featured":62,"kicker_label":60,"meta":63,"navigation":87,"path":88,"published_at":89,"question":60,"scraped_at":90,"seo":91,"sitemap":92,"source_id":93,"source_name":94,"source_type":95,"source_url":96,"stem":97,"tags":98,"thumbnail_url":60,"tldr":100,"tweet":60,"unknown_tags":101,"__hash__":102},"summaries\u002Fsummaries\u002F996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary.md","MEMENTO: LLM Self-Notes Slash KV Cache 3x",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",3943,2865,17227,0.00171425,{"type":14,"value":15,"toc":51},"minimark",[16,21,25,28,32,35,38,41,45,48],[17,18,20],"h2",{"id":19},"kv-cache-bloats-reasoning-costs-linearly","KV Cache Bloats Reasoning Costs Linearly",[22,23,24],"p",{},"Reasoning LLMs like OpenAI's o1 and DeepSeek-R1 generate 10,000+ tokens of intermediate thinking per hard problem, keeping every token in the KV cache. This working memory grows linearly with output length, choking GPUs: a single competition math problem on Qwen3-8B hits 10,000+ tokens and ~2.5GB KV cache. Deploying these models at scale fails because dead-end explorations and redundant calculations linger indefinitely, spiking inference costs and limiting batch sizes.",[22,26,27],{},"Builders hit walls shipping long-context reasoners—memory exhausts before answers emerge. Standard caching retains full history for attention, but humans solve by noting key results and discarding scratch work.",[17,29,31],{"id":30},"teach-models-to-chunk-summarize-and-forget","Teach Models to Chunk, Summarize, and Forget",[22,33,34],{},"MEMENTO replicates human note-taking: split reasoning into chunks, compress each into a compact 'memento' (special tokens capturing essence), then discard original verbose tokens. The model attends only to the chain of mementos for subsequent steps, shrinking active context dramatically.",[22,36,37],{},"Core technique uses a custom attention pattern: during generation, produce reasoning chunk → auto-generate memento summary → evict prior tokens except memento → repeat. Mementos act as compressed KV states, preserving critical state without full traces. Training leverages a synthetic data pipeline: chunk existing reasoning traces, distill summaries via self-supervision, fine-tune to predict answers using memento-only history.",[22,39,40],{},"This drops KV cache to 1\u002F3 original size. On Qwen2.5-7B, a typical problem shrinks from 18.6GB to 6.2GB. No prompt hacks needed—baked into model weights for plug-and-play inference.",[17,42,44],{"id":43},"benchmarks-confirm-speedups-without-accuracy-hits","Benchmarks Confirm Speedups Without Accuracy Hits",[22,46,47],{},"Across model families, MEMENTO holds AIME, MATH, GPQA scores steady while compressing traces 3x. Smaller models like 7B-8B now handle competition-level math that previously OOM'd. Trade-off: extra training compute upfront (synthetic distillation), but inference wins big for production—lower latency, bigger batches, cheaper scaling.",[22,49,50],{},"For AI product builders, retrofit via LoRA on open reasoners like Qwen: expect 70% memory savings on long CoT tasks, enabling edge deployment or high-throughput APIs without quantization hacks.",{"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":43,"depth":53,"text":44},[59],"AI & LLMs",null,"md",false,{"content_references":64,"triage":81},[65,70,73,76],{"type":66,"title":67,"author":68,"context":69},"tool","o1","OpenAI","mentioned",{"type":66,"title":71,"author":72,"context":69},"DeepSeek-R1","DeepSeek",{"type":66,"title":74,"author":75,"context":69},"Qwen3-8B","Qwen",{"type":77,"title":78,"author":79,"context":80},"other","MEMENTO","Microsoft Research","cited",{"relevance":82,"novelty":83,"quality":83,"actionability":84,"composite":85,"reasoning":86},5,4,3,4.15,"Category: AI & LLMs. The article provides a detailed explanation of Microsoft's MEMENTO technique for optimizing reasoning LLMs, addressing a specific pain point of memory management in AI models. It offers insights into a novel approach that could be directly applicable for developers looking to improve AI model efficiency.",true,"\u002Fsummaries\u002F996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary","2026-04-16 00:01:02","2026-04-16 03:18:49",{"title":5,"description":52},{"loc":88},"996799bd48044060","Towards AI","article","https:\u002F\u002Fpub.towardsai.net\u002Fmicrosofts-new-method-cuts-reasoning-model-memory-by-3x-here-s-how-it-actually-works-5184fe3a91f8?source=rss----98111c9905da---4","summaries\u002F996799bd48044060-memento-llm-self-notes-slash-kv-cache-3x-summary",[99],"llm","Microsoft's MEMENTO trains reasoning LLMs to generate concise 'mementos' summarizing thinking chunks, discarding verbose tokens to cut KV cache memory by 3x—from 2.5GB to under 1GB per problem—while matching benchmark 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However, 2,000-10,000 token inputs see 52% longer responses, amplifying hikes to 69%. Short inputs yield negligible length changes, pushing effective costs up 92%. Builders optimizing LLM calls must factor these patterns—favor longer contexts to leverage brevity gains, but test real workloads as benchmarks mislead.",[17,7146,7148],{"id":7147},"benchmarks-mask-real-world-expenses-signaling-broader-trends","Benchmarks Mask Real-World Expenses, Signaling Broader Trends",[22,7150,7151],{},"Artificial Analysis reported only 20% higher costs on benchmarks, understating production impacts from diverse tasks. Anthropic mirrored this with 30-40% Opus 4.7 price jumps from elevated token use despite flat rates. As OpenAI and Anthropic eye IPOs, expect sustained climbs; select models by actual input distributions and monitor token efficiency to control budgets in AI pipelines.",{"title":52,"searchDepth":53,"depth":53,"links":7153},[7154,7155,7156],{"id":7020,"depth":53,"text":7021},{"id":7140,"depth":53,"text":7141},{"id":7147,"depth":53,"text":7148},[],{"content_references":7159,"triage":7173},[7160,7164,7167,7170],{"type":7161,"title":7162,"url":7163,"context":80},"report","opus-47 tokenizer analysis","https:\u002F\u002Fopenrouter.ai\u002Fannouncements\u002Fopus-47-tokenizer-analysis",{"type":7161,"title":7165,"url":7166,"context":80},"GPT-5.5 tops benchmarks but still hallucinates frequently at a 20 percent higher API cost","https:\u002F\u002Fthe-decoder.com\u002Fgpt-5-5-tops-benchmarks-but-still-hallucinates-frequently-at-a-20-percent-higher-api-cost\u002F",{"type":7161,"title":7168,"url":7169,"context":80},"First token counts reveal Opus 4.7 costs significantly more than 4.6 despite Anthropic's flat pricing","https:\u002F\u002Fthe-decoder.com\u002Ffirst-token-counts-reveal-opus-4-7-costs-significantly-more-than-4-6-despite-anthropics-flat-pricing\u002F",{"type":7161,"title":7171,"url":7172,"context":80},"OpenAI and Anthropic before the IPO: different balance sheets make comparison difficult","https:\u002F\u002Fthe-decoder.com\u002Fopenai-and-anthropic-before-the-ipo-different-balance-sheets-make-comparison-difficult\u002F",{"relevance":83,"novelty":84,"quality":83,"actionability":84,"composite":7174,"reasoning":7175},3.6,"Category: AI & LLMs. The article discusses the significant cost increases associated with GPT-5.5 compared to its predecessor, which is relevant for product builders considering LLM integration. It provides insights into pricing structures and real-world implications, but lacks detailed actionable steps for optimizing costs in AI pipelines.","\u002Fsummaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary","2026-05-10 08:05:58","2026-05-10 15:26:46",{"title":7010,"description":52},{"loc":7176},"7ee0a00fe665659c","The Decoder","https:\u002F\u002Fthe-decoder.com\u002Fgpt-5-5-costs-49-to-92-percent-more-than-its-predecessor-depending-on-the-input-length\u002F","summaries\u002F7ee0a00fe665659c-gpt-5-5-real-costs-rise-49-92-over-predecessor-by-summary",[99],"GPT-5.5 doubles token prices to $5\u002FM input and $30\u002FM output, yielding 49-92% higher real-world costs than GPT-5.4 across input lengths, per OpenRouter logs, as response shortening doesn't fully offset hikes.",[],"KxzauCJW4jvbLRadl5jEhYCdTrmGTckdb4XrCm5y6T0",{"id":7190,"title":7191,"ai":7192,"body":7197,"categories":7233,"created_at":60,"date_modified":60,"description":52,"extension":61,"faq":60,"featured":62,"kicker_label":60,"meta":7234,"navigation":87,"path":7235,"published_at":7236,"question":60,"scraped_at":60,"seo":7237,"sitemap":7238,"source_id":7239,"source_name":94,"source_type":95,"source_url":7240,"stem":7241,"tags":7242,"thumbnail_url":60,"tldr":7243,"tweet":60,"unknown_tags":7244,"__hash__":7245},"summaries\u002Fsummaries\u002F4-concepts-unlock-how-llms-actually-work-summary.md","4 Concepts Unlock How LLMs Actually Work",{"provider":7,"model":8,"input_tokens":7193,"output_tokens":7194,"processing_time_ms":7195,"cost_usd":7196},4373,1430,14270,0.00156695,{"type":14,"value":7198,"toc":7227},[7199,7203,7206,7210,7213,7217,7220,7224],[17,7200,7202],{"id":7201},"tokenization-breaks-text-into-predictable-chunks-for-processing","Tokenization Breaks Text into Predictable Chunks for Processing",[22,7204,7205],{},"LLMs don't process letters or full words; they split input into tokens, typically 3-4 characters each. For example, \"The quick brown fox jumped\" becomes chunks like \"The\", \" quick\", \" brown\", \" fox\", \" jump\" + \"ed\". This lets models recognize patterns such as \"-ed\" signaling past tense, enabling efficient handling of vast data without memorizing every word. Use this to debug unexpected outputs: check token splits via tools like Claude's tokenizer to spot why rare words fragment oddly, improving prompt accuracy.",[17,7207,7209],{"id":7208},"training-compresses-world-knowledge-without-explicit-programming","Training Compresses World Knowledge Without Explicit Programming",[22,7211,7212],{},"LLMs learn by ingesting billions of pages—books, websites, code—building compressed representations of patterns, not rote facts. Picture a library resident who's read everything but never left: they infer \"water flows downhill\" or \"functions need return values\" from correlations. Training unfolds in four stages (pretraining on raw data, supervised fine-tuning, reinforcement learning from human feedback, and alignment), turning noise into probabilistic predictions. This explains why LLMs autocomplete like supercharged phone keyboards: they predict next tokens based on statistical likelihoods from training data, excelling at essays, math, or code but failing on novel logic outside learned patterns.",[17,7214,7216],{"id":7215},"context-and-temperature-control-runtime-behavior","Context and Temperature Control Runtime Behavior",[22,7218,7219],{},"Each interaction uses a context window as working memory—a whiteboard holding your prompt, files, and prior exchanges until full (older content erases first). Typical limits (e.g., Claude's 200K tokens) mean summarizing long histories to fit, preventing overload and hallucinations from forgotten details. Generation applies temperature (0-1 scale): low (0.0-0.3) yields predictable, factual outputs; high (0.7-1.0) boosts creativity via diverse token sampling, like weighted dice rolls. Key tactic: query identically 5x at low temp for consistent data, then evaluate ensembles—single responses are anecdotes, multiples reveal quality, elevating you from casual to pro user.",[17,7221,7223],{"id":7222},"five-hard-limits-define-llm-boundaries","Five Hard Limits Define LLM Boundaries",[22,7225,7226],{},"LLMs can't: 1) access real-time internet (no browsing mid-chat); 2) retain persistent memory (chats reset); 3) perform physical actions (no emails or clicks); 4) know post-training events (provide updates manually); 5) learn from user corrections (one chat doesn't train the model). These force workarounds like external tools for web data or databases for memory, ensuring reliable production use.",{"title":52,"searchDepth":53,"depth":53,"links":7228},[7229,7230,7231,7232],{"id":7201,"depth":53,"text":7202},{"id":7208,"depth":53,"text":7209},{"id":7215,"depth":53,"text":7216},{"id":7222,"depth":53,"text":7223},[],{},"\u002Fsummaries\u002F4-concepts-unlock-how-llms-actually-work-summary","2026-04-08 21:21:19",{"title":7191,"description":52},{"loc":7235},"f63315f940d53b3d","https:\u002F\u002Funknown","summaries\u002F4-concepts-unlock-how-llms-actually-work-summary",[99],"Grasp LLMs via tokens (3-4 char text chunks), training (pattern compression from billions of pages), context windows (whiteboard-style memory), and temperature (0-1 creativity dial)—knowing these beats 95% of users.",[],"V68lcR8L5RVGUNlb4dpLgVuJOfd1qbG04N62WWA9YLc",{"id":7247,"title":7248,"ai":7249,"body":7254,"categories":7291,"created_at":60,"date_modified":60,"description":52,"extension":61,"faq":60,"featured":62,"kicker_label":60,"meta":7292,"navigation":87,"path":7293,"published_at":7294,"question":60,"scraped_at":60,"seo":7295,"sitemap":7296,"source_id":7297,"source_name":7298,"source_type":95,"source_url":7240,"stem":7299,"tags":7300,"thumbnail_url":60,"tldr":7301,"tweet":60,"unknown_tags":7302,"__hash__":7303},"summaries\u002Fsummaries\u002Fai-homunculus-superintelligence-reshapes-everythin-summary.md","AI Homunculus: Superintelligence Reshapes Everything Fast",{"provider":7,"model":8,"input_tokens":7250,"output_tokens":7251,"processing_time_ms":7252,"cost_usd":7253},8800,1633,14656,0.0021061,{"type":14,"value":7255,"toc":7286},[7256,7260,7263,7266,7270,7273,7276,7280,7283],[17,7257,7259],{"id":7258},"ais-unprecedented-leap-birthing-non-human-language-users","AI's Unprecedented Leap: Birthing Non-Human Language Users",[22,7261,7262],{},"Unlike cars, internet, or wheels—which accelerated movement or connection—LLMs represent inventing a homunculus: artificial cognition trained on human language, given unsupervised access to every person, and scaled to universal superintelligence. This dwarfs prior tech by creating a new intelligent species fluent in writing, ending humanity's 10,000-year monopoly on written communication. The author argues we've already mutated language into \"cognitive language,\" blending human and machine output indistinguishably—who wrote it? Human, AI, or hybrid? This shift happened incrementally via chatbots rewriting emails, legal docs, novels, and manifestos, without alarm, as no one registered non-humans wielding language at human levels.",[22,7264,7265],{},"Three axioms define the trajectory: (1) AI permanence—no reversal, infiltrating all life facets; (2) 90-99% cognitive task superiority within 5 years (possibly 24 months), fueling self-accelerating loops via effectuation; (3) hyperfast change outpacing preparation, forcing reactive responses as seen in current disruptions. If uncapped, superintelligence is inevitable, demanding hopes for energy limits or alignment magic to avert dominance.",[17,7267,7269],{"id":7268},"explosive-paths-from-delusion-to-total-upheaval","Explosive Paths: From Delusion to Total Upheaval",[22,7271,7272],{},"Three futures: (1) AI as mass delusion, fading uselessly (door closing); (2) slow, manageable societal rewrite over decades; (3) \"everything everywhere all at once\"—intelligence exploding daily, broader and deeper than humans (already beats all on knowledge breadth). In 6 months, superior code; 12 months, diagnostics; 18-36 months, science, engineering, politics, economics. Neutral outcomes still upend society: curing cancer, solving hunger, or weaponizing misinformation, destabilizing grids, triggering nukes—before a 2-year-old turns 5, killing 5-year plans.",[22,7274,7275],{},"Even skeptics must game out path 3: AI accelerates untethered by human learning limits, alien in nature, impacting all domains relentlessly. Worst: Skynet apocalypse. Best: utopian fixes, but still foggy step 4—tolerate, love, eat, or torture us? Timeline unknown: 5-30 years.",[17,7277,7279],{"id":7278},"societal-reckoning-cognitive-obsolescence-and-existential-void","Societal Reckoning: Cognitive Obsolescence and Existential Void",[22,7281,7282],{},"First wave: 80-90% workforce redundant—no developers, doctors, teachers, advertisers—as AI outperforms across cognition. Humans become incompetent observers; ethically, inferior humans misdiagnosing or piloting becomes malpractice. Philosophically uncharted: humanity demoted from cognitive apex, second to galactic IQ test. Purposes shatter—what role in cognitive society? What to do Tuesdays?",[22,7284,7285],{},"PR pivots productivity-utopia vs. danger nods, but transgression complete: sovereignty lost via language co-option. Incrementalism hid it—silly chatbots to arms race—but illusion shatters like sci-fi magic in Wolfe's New Sun, where tech masquerades incomprehensible. Prepare existentially, as slower 10-20 year ramps still overwhelm.",{"title":52,"searchDepth":53,"depth":53,"links":7287},[7288,7289,7290],{"id":7258,"depth":53,"text":7259},{"id":7268,"depth":53,"text":7269},{"id":7278,"depth":53,"text":7279},[154],{},"\u002Fsummaries\u002Fai-homunculus-superintelligence-reshapes-everythin-summary","2026-04-08 21:21:18",{"title":7248,"description":52},{"loc":7293},"2aaf2e8de317a830","Generative AI","summaries\u002Fai-homunculus-superintelligence-reshapes-everythin-summary",[99],"Creating LLMs taught human language birthed non-human cognition accessible to all, set to outperform humans at 90-99% of tasks in 2-5 years, obliterating human language monopoly and cognitive primacy.",[],"1H1G3UYTJSqS50f4RjzU6bLL-u8r7iNLE6vFRfiLf5s",{"id":7305,"title":7306,"ai":7307,"body":7312,"categories":7335,"created_at":60,"date_modified":60,"description":52,"extension":61,"faq":60,"featured":62,"kicker_label":60,"meta":7336,"navigation":87,"path":7337,"published_at":7294,"question":60,"scraped_at":60,"seo":7338,"sitemap":7339,"source_id":7340,"source_name":7298,"source_type":95,"source_url":7240,"stem":7341,"tags":7342,"thumbnail_url":60,"tldr":7343,"tweet":60,"unknown_tags":7344,"__hash__":7345},"summaries\u002Fsummaries\u002Fllms-fake-competence-more-dangerously-than-they-ha-summary.md","LLMs Fake Competence More Dangerously Than They Hallucinate",{"provider":7,"model":8,"input_tokens":7308,"output_tokens":7309,"processing_time_ms":7310,"cost_usd":7311},3650,870,7759,0.0011425,{"type":14,"value":7313,"toc":7331},[7314,7318,7321,7325,7328],[17,7315,7317],{"id":7316},"rejecting-the-ai-everywhere-mandate","Rejecting the 'AI Everywhere' Mandate",[22,7319,7320],{},"Tech pushes professionals to offload writing, coding, planning, research, and decisions to LLMs to stay relevant, framing it as inevitable. This creates pressure to adopt AI universally. Counter this by recognizing humans err too—LLM mistakes aren't the core issue. Instead, question mandates that prioritize tool use over judgment.",[17,7322,7324],{"id":7323},"imitation-trumps-actual-thinking","Imitation Trumps Actual Thinking",[22,7326,7327],{},"LLMs excel at generating text, code, summaries, explanations, and plans that appear polished, confident, and intelligent. This 'appearance of thoughtful work' builds undeserved trust before real competence is proven. Unlike blatant hallucinations, this subtle mimicry deceives users into over-relying on outputs that lack true reasoning, shifting problems from accuracy to misplaced confidence.",[22,7329,7330],{},"This partial article (intro only) distills a contrarian view: in 2026, LLMs imitate work convincingly, making hype-driven adoption riskier than admitted.",{"title":52,"searchDepth":53,"depth":53,"links":7332},[7333,7334],{"id":7316,"depth":53,"text":7317},{"id":7323,"depth":53,"text":7324},[],{},"\u002Fsummaries\u002Fllms-fake-competence-more-dangerously-than-they-ha-summary",{"title":7306,"description":52},{"loc":7337},"d8c6432f74359e1e","summaries\u002Fllms-fake-competence-more-dangerously-than-they-ha-summary",[99],"LLMs' real threat isn't errors—it's producing polished, confident outputs that mimic deep thinking and earn trust prematurely, fueling blind AI adoption.",[],"vKlbypnKSsEU0joig3nx1YYF6TXEn8ErR2Zguk5P6MY"]