[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-329ab127198d39ad-perplexity-brain-self-improving-memory-for-ai-agen-summary":3,"summaries-facets-categories":128,"summary-related-329ab127198d39ad-perplexity-brain-self-improving-memory-for-ai-agen-summary":5007},{"id":4,"title":5,"ai":6,"body":13,"categories":92,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":97,"navigation":110,"path":111,"published_at":112,"question":94,"scraped_at":112,"seo":113,"sitemap":114,"source_id":115,"source_name":116,"source_type":117,"source_url":118,"stem":119,"tags":120,"thumbnail_url":94,"tldr":125,"tweet":94,"unknown_tags":126,"__hash__":127},"summaries\u002Fsummaries\u002F329ab127198d39ad-perplexity-brain-self-improving-memory-for-ai-agen-summary.md","Perplexity Brain: Self-Improving Memory for AI Agents",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",8548,566,3308,0.002986,{"type":14,"value":15,"toc":85},"minimark",[16,21,25,29,32,55,59,62,82],[17,18,20],"h2",{"id":19},"shifting-memory-from-user-to-agent","Shifting Memory from User to Agent",[22,23,24],"p",{},"Traditional AI memory systems focus on the user—storing preferences, roles, and tastes to improve engagement. Perplexity’s new 'Brain' system redefines memory as a performance tool. Instead of profiling the user, Brain focuses on the agent's work, tracking what tasks were performed, which approaches succeeded, where failures occurred, and what corrections were applied. This shift transforms memory from a static profile into a dynamic, traceable context graph.",[17,26,28],{"id":27},"the-context-graph-and-recursive-improvement","The Context Graph and Recursive Improvement",[22,30,31],{},"Brain functions as an 'LLM wiki' that is automatically loaded into the agent's sandbox. This graph maps the user's projects, people, and resources, allowing the agent to traverse personal information effectively. The system operates on a feedback loop:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Incremental Updates:"," Brain synthesizes session data, connector results, and user corrections overnight.",[36,44,45,48],{},[39,46,47],{},"Traceability:"," Every memory entry is linked to its source (session, file, or document), which is critical for debugging and building user trust.",[36,50,51,54],{},[39,52,53],{},"Recursive Learning:"," By learning from past dead ends and corrections, the agent reduces the need for redundant work. Perplexity frames this as an investment: current token usage is traded for higher efficiency in future tasks.",[17,56,58],{"id":57},"performance-impact","Performance Impact",[22,60,61],{},"Perplexity’s internal testing suggests that this agent-centric memory significantly improves performance as the system matures. Reported metrics include:",[33,63,64,70,76],{},[36,65,66,69],{},[39,67,68],{},"+25%"," improvement in answer correctness for recurring tasks.",[36,71,72,75],{},[39,73,74],{},"+16%"," increase in recall.",[36,77,78,81],{},[39,79,80],{},"-13%"," reduction in costs for tasks requiring historical context.",[22,83,84],{},"These gains are cumulative; the longer the system is used, the better the agent understands the specific nuances of the user's environment, leading to fewer model calls and more precise outputs.",{"title":86,"searchDepth":87,"depth":87,"links":88},"",2,[89,90,91],{"id":19,"depth":87,"text":20},{"id":27,"depth":87,"text":28},{"id":57,"depth":87,"text":58},[93],"AI & LLMs",null,"md",false,{"content_references":98,"triage":104},[99],{"type":100,"title":101,"url":102,"context":103},"tool","Perplexity Brain","https:\u002F\u002Fwww.perplexity.ai\u002Fcomputer\u002Fmemory","reviewed",{"relevance":105,"novelty":106,"quality":106,"actionability":107,"composite":108,"reasoning":109},5,4,3,4.15,"Category: AI & LLMs. The article discusses a new AI memory system that enhances agent performance, which is highly relevant for product builders looking to implement AI features. It presents novel insights into how memory can be redefined for AI agents, but the practical application details are somewhat limited.",true,"\u002Fsummaries\u002F329ab127198d39ad-perplexity-brain-self-improving-memory-for-ai-agen-summary","2026-06-19 12:57:01",{"title":5,"description":86},{"loc":111},"329ab127198d39ad","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F06\u002F18\u002Fperplexity-launches-brain\u002F","summaries\u002F329ab127198d39ad-perplexity-brain-self-improving-memory-for-ai-agen-summary",[121,122,123,124],"llm","automation","machine-learning","ai-agents","Perplexity's 'Brain' system shifts AI memory from user-centric profiles to agent-centric performance, using an overnight context graph to learn from past tasks, failures, and corrections to improve future 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AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":5012,"output_tokens":5013,"processing_time_ms":5014,"cost_usd":5015},4073,581,3472,0.00188975,{"type":14,"value":5017,"toc":5082},[5018,5022,5025,5051,5055,5058,5079],[17,5019,5021],{"id":5020},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,5023,5024],{},"The 'Workflow-to-Skill' (W2S) approach addresses the common challenge of monolithic AI agent architectures by breaking down complex tasks into a structured, modular format. By separating the logic of a skill into four distinct dimensions, developers can create more reusable and maintainable AI components:",[33,5026,5027,5033,5039,5045],{},[36,5028,5029,5032],{},[39,5030,5031],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[36,5034,5035,5038],{},[39,5036,5037],{},"Workflow:"," Maps the sequence of operations or sub-tasks required to execute the skill, effectively acting as the 'control flow' for the agent's action.",[36,5040,5041,5044],{},[39,5042,5043],{},"Semantics:"," Encapsulates the domain-specific knowledge and definitions required to interpret inputs and generate meaningful outputs, ensuring the agent 'understands' the context of the task.",[36,5046,5047,5050],{},[39,5048,5049],{},"Attachments:"," Manages external dependencies, such as API keys, database connections, or specific file assets, that are required for the skill to interact with the real world.",[17,5052,5054],{"id":5053},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,5056,5057],{},"By decoupling these four elements, the W2S framework allows builders to treat AI capabilities as discrete 'skills' rather than hard-coded logic. This modularity provides several practical advantages for production systems:",[5059,5060,5061,5067,5073],"ol",{},[36,5062,5063,5066],{},[39,5064,5065],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[36,5068,5069,5072],{},[39,5070,5071],{},"Debugging:"," Isolating failures becomes significantly easier; a developer can determine if an issue stems from the routing logic, the workflow sequence, or the semantic interpretation of the data.",[36,5074,5075,5078],{},[39,5076,5077],{},"Dynamic Composition:"," Agents can dynamically assemble skills at runtime, selecting the appropriate routing and workflow paths based on the user's intent, rather than relying on rigid, pre-defined chains.",[22,5080,5081],{},"This approach shifts the paradigm from building 'all-in-one' agents to building a library of specialized skills that can be orchestrated to handle complex, multi-step business processes.",{"title":86,"searchDepth":87,"depth":87,"links":5083},[5084,5085],{"id":5020,"depth":87,"text":5021},{"id":5053,"depth":87,"text":5054},[93],{"content_references":5088,"triage":5095},[5089],{"type":5090,"title":5091,"author":5092,"url":5093,"context":5094},"paper","Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":5096,"reasoning":5097},4.35,"Category: AI Automation. The article presents a structured framework for decomposing AI workflows into reusable skills, addressing a key pain point for developers in creating modular AI agents. It offers practical advantages such as reusability and easier debugging, which are directly applicable to building AI-powered products.","\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary","2026-06-08 12:56:53",{"title":5010,"description":86},{"loc":5098},"a2e69b3ac342f3a6","arXiv cs.AI","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[121,122,124],"The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[124],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":5110,"title":5111,"ai":5112,"body":5117,"categories":5201,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":5202,"navigation":110,"path":5212,"published_at":5213,"question":94,"scraped_at":5214,"seo":5215,"sitemap":5216,"source_id":5217,"source_name":5218,"source_type":5219,"source_url":5220,"stem":5221,"tags":5222,"thumbnail_url":5224,"tldr":5225,"tweet":5226,"unknown_tags":5227,"__hash__":5228},"summaries\u002Fsummaries\u002F050cdb4c11d2c89c-building-ai-agents-with-model-context-protocol-mcp-summary.md","Building AI Agents with Model Context Protocol (MCP)",{"provider":7,"model":8,"input_tokens":5113,"output_tokens":5114,"processing_time_ms":5115,"cost_usd":5116},5945,647,3909,0.00245675,{"type":14,"value":5118,"toc":5197},[5119,5123,5126,5129,5155,5159,5162],[17,5120,5122],{"id":5121},"the-role-of-mcp-in-ai-architecture","The Role of MCP in AI Architecture",[22,5124,5125],{},"Model Context Protocol (MCP) functions as a standardized \"translator\" between an AI agent (the brain) and external tools (the hands and eyes). By sitting in the middle, MCP allows agents to move beyond static training data and interact with real-world services like databases, APIs, or live search tools.",[22,5127,5128],{},"Key architectural benefits include:",[33,5130,5131,5137,5143,5149],{},[36,5132,5133,5136],{},[39,5134,5135],{},"Isolation:"," Tools run as independent processes; if a tool crashes, the agent remains stable.",[36,5138,5139,5142],{},[39,5140,5141],{},"Interoperability:"," Because the protocol uses standard input\u002Foutput (stdio), tools can be written in any language (Python, Go, Node) without the agent needing to know the underlying implementation.",[36,5144,5145,5148],{},[39,5146,5147],{},"Discoverability:"," Tools describe themselves via schemas at runtime, allowing agents to dynamically understand available functions, arguments, and return types.",[36,5150,5151,5154],{},[39,5152,5153],{},"Scalability:"," Developers can add, swap, or version tools without rewriting the core agent logic.",[17,5156,5158],{"id":5157},"implementing-an-mcp-server","Implementing an MCP Server",[22,5160,5161],{},"To connect an agent to an external tool (such as Google Trends), the process involves wrapping a standard function into an MCP-compliant server. The implementation follows a specific pattern:",[5059,5163,5164,5170,5185,5191],{},[36,5165,5166,5169],{},[39,5167,5168],{},"Tool Definition:"," Use an SDK to wrap a Python function. The SDK inspects the function signature and docstrings to automatically generate the necessary JSON schema, eliminating the need for manual schema writing.",[36,5171,5172,5175,5176,5180,5181,5184],{},[39,5173,5174],{},"Server Handshake:"," The MCP server object manages the communication. It exposes two primary handlers: ",[5177,5178,5179],"code",{},"list_tools"," (which tells the agent what is available) and ",[5177,5182,5183],{},"call_tool"," (which executes the logic).",[36,5186,5187,5190],{},[39,5188,5189],{},"Execution:"," When the agent requests a tool, it sends the tool name and arguments as a JSON dictionary. The server validates the request, executes the function, and returns the result as a JSON payload.",[36,5192,5193,5196],{},[39,5194,5195],{},"Integration:"," The server is attached to standard input\u002Foutput. In the main agent configuration, the MCP-based tool is added to the agent's tool list alongside local functions. To the agent, calling an external MCP tool is indistinguishable from calling a local function, allowing for seamless grounding of AI outputs in real-time data.",{"title":86,"searchDepth":87,"depth":87,"links":5198},[5199,5200],{"id":5121,"depth":87,"text":5122},{"id":5157,"depth":87,"text":5158},[93],{"content_references":5203,"triage":5210},[5204,5207],{"type":100,"title":5205,"context":5206},"Agent Development Kit (ADK)","recommended",{"type":100,"title":5208,"url":5209,"context":5206},"Model Context Protocol (MCP)","https:\u002F\u002Fgoo.gle\u002F4xfafo8",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":5096,"reasoning":5211},"Category: AI & LLMs. The article provides a detailed explanation of the Model Context Protocol (MCP) and its architectural benefits for AI agents, addressing specific pain points like interoperability and scalability. It includes actionable steps for implementing an MCP server, making it highly relevant and practical for developers looking to integrate AI features.","\u002Fsummaries\u002F050cdb4c11d2c89c-building-ai-agents-with-model-context-protocol-mcp-summary","2026-06-18 13:00:09","2026-06-19 12:56:43",{"title":5111,"description":86},{"loc":5212},"050cdb4c11d2c89c","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=wBnnA8aIxUs","summaries\u002F050cdb4c11d2c89c-building-ai-agents-with-model-context-protocol-mcp-summary",[121,122,5223,124],"python","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FwBnnA8aIxUs\u002Fhqdefault.jpg","The Model Context Protocol (MCP) acts as a universal adapter, allowing AI agents to securely interact with external tools and live data via a standardized input\u002Foutput interface, decoupling agent logic from tool implementation.","This is a technical walkthrough of how to use the [Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F4vv5sx5) to connect an AI agent to an external tool via the [Model Context Protocol](https:\u002F\u002Fgoo.gle\u002F4xfafo8). The video explains the MCP handshake process and demonstrates how to wrap a Python function—in this case, a Google Trends fetcher—so an agent can discover and execute it as a tool.",[124],"OSMf6Wi7nnwWXZtFne6CtediewUeQGo4rGGh0NLXdwU",{"id":5230,"title":5231,"ai":5232,"body":5237,"categories":5304,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":5305,"navigation":110,"path":5316,"published_at":5317,"question":94,"scraped_at":5318,"seo":5319,"sitemap":5320,"source_id":5321,"source_name":5322,"source_type":5219,"source_url":5323,"stem":5324,"tags":5325,"thumbnail_url":5327,"tldr":5328,"tweet":5329,"unknown_tags":5330,"__hash__":5331},"summaries\u002Fsummaries\u002F1a6b27682bc5657a-optimizing-video-diffusion-for-real-time-generatio-summary.md","Optimizing Video Diffusion for Real-Time Generation",{"provider":7,"model":8,"input_tokens":5233,"output_tokens":5234,"processing_time_ms":5235,"cost_usd":5236},7266,665,4888,0.002814,{"type":14,"value":5238,"toc":5299},[5239,5243,5246,5250,5288,5292],[17,5240,5242],{"id":5241},"the-path-to-real-time-diffusion","The Path to Real-Time Diffusion",[22,5244,5245],{},"Standard diffusion models typically require 20 to 50 denoising steps, creating significant latency that hinders real-time applications like robotics or interactive content. Achieving real-time performance requires an additive approach, stacking three primary optimization techniques: quantization, caching, and distillation.",[17,5247,5249],{"id":5248},"three-pillars-of-optimization","Three Pillars of Optimization",[33,5251,5252,5262,5268],{},[36,5253,5254,5257,5258,5261],{},[39,5255,5256],{},"Quantization:"," This is the lowest-hanging fruit. While diffusion models are attention-heavy and less sensitive to quantization than LLMs, dynamic quantization (computing ranges on the fly) effectively reduces memory footprint and improves throughput. NVIDIA’s ",[5177,5259,5260],{},"TRTLM"," repository provides pre-quantized checkpoints to simplify deployment.",[36,5263,5264,5267],{},[39,5265,5266],{},"Caching:"," By identifying redundant computations between denoising steps, caching skips re-processing latent chunks that remain static. Modern approaches use chunk-based caching, which isolates dynamic elements (like a moving speaker) from static backgrounds, significantly reducing redundant GPU cycles.",[36,5269,5270,5273,5274],{},[39,5271,5272],{},"Step Distillation:"," The most impactful technique, distillation trains a 'student' model to match a 'teacher' model's output in significantly fewer steps (e.g., 4, 8, or even 1).\n",[33,5275,5276,5282],{},[36,5277,5278,5281],{},[39,5279,5280],{},"Trajectory-based:"," The student learns to mimic the teacher's exact denoising path.",[36,5283,5284,5287],{},[39,5285,5286],{},"Distribution-based:"," The student only learns to land on the same final output. This is currently the preferred, higher-quality method.",[17,5289,5291],{"id":5290},"implementation-strategy","Implementation Strategy",[22,5293,5294,5295,5298],{},"NVIDIA’s ",[5177,5296,5297],{},"FastGen"," repository provides the necessary infrastructure to handle the complexity of sharding large models (20B–40B+ parameters) across multiple GPUs. The process is incremental: start with quantization to see if performance meets requirements, then layer in caching, and finally apply distillation for the most significant speedups. While distillation is a post-training technique requiring specific data and compute, it does not require the massive resources needed for initial pre-training, making it accessible on standard enterprise hardware like H100s or B200s.",{"title":86,"searchDepth":87,"depth":87,"links":5300},[5301,5302,5303],{"id":5241,"depth":87,"text":5242},{"id":5248,"depth":87,"text":5249},{"id":5290,"depth":87,"text":5291},[93],{"content_references":5306,"triage":5314},[5307,5310],{"type":100,"title":5297,"author":5308,"url":5309,"context":5206},"NVIDIA Research","https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FFastGen",{"type":100,"title":5311,"author":5312,"url":5313,"context":5206},"TRTLM (TensorRT-LLM)","NVIDIA","https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FTensorRT-LLM",{"relevance":105,"novelty":106,"quality":106,"actionability":106,"composite":5096,"reasoning":5315},"Category: AI & LLMs. The article provides a detailed approach to optimizing video diffusion models for real-time generation, addressing a specific pain point of latency in AI applications. It outlines practical techniques like quantization, caching, and step distillation, making it actionable for developers looking to implement these optimizations.","\u002Fsummaries\u002F1a6b27682bc5657a-optimizing-video-diffusion-for-real-time-generatio-summary","2026-06-16 13:00:06","2026-06-17 12:56:17",{"title":5231,"description":86},{"loc":5316},"1a6b27682bc5657a","AI Engineer","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=gHs5ZiY80PM","summaries\u002F1a6b27682bc5657a-optimizing-video-diffusion-for-real-time-generatio-summary",[121,5326,122,123],"ai-tools","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FgHs5ZiY80PM\u002Fhqdefault.jpg","Achieve real-time video generation by stacking quantization, caching, and step distillation to reduce the standard 50-step denoising process to as few as 1-8 steps.","This presentation outlines three technical strategies for reducing the latency of diffusion models: dynamic quantization, latent caching, and step distillation. The speaker explains how these methods can be combined to achieve real-time generation, with implementation details and tools available in the [FastGen](https:\u002F\u002Fgithub.com\u002FNVIDIA\u002FTensorRT-LLM) repository.",[],"c1TOl0LiL8H8OotgeIMeRvn9YfVIGnuc9eEFEeoKjmg",{"id":5333,"title":5334,"ai":5335,"body":5340,"categories":5368,"created_at":94,"date_modified":94,"description":86,"extension":95,"faq":94,"featured":96,"kicker_label":94,"meta":5369,"navigation":110,"path":5377,"published_at":5378,"question":94,"scraped_at":5378,"seo":5379,"sitemap":5380,"source_id":5381,"source_name":5103,"source_type":117,"source_url":5373,"stem":5382,"tags":5383,"thumbnail_url":94,"tldr":5385,"tweet":94,"unknown_tags":5386,"__hash__":5387},"summaries\u002Fsummaries\u002Ff9e464ad82911844-mask-proof-automated-data-curation-for-mathematica-summary.md","Mask-Proof: Automated Data Curation for Mathematical Proofs",{"provider":7,"model":8,"input_tokens":5336,"output_tokens":5337,"processing_time_ms":5338,"cost_usd":5339},4082,460,2839,0.0017105,{"type":14,"value":5341,"toc":5363},[5342,5346,5349,5353,5356,5360],[17,5343,5345],{"id":5344},"the-challenge-of-mathematical-data-curation","The Challenge of Mathematical Data Curation",[22,5347,5348],{},"Mathematical reasoning remains a frontier for Large Language Models (LLMs), largely due to the difficulty of sourcing high-quality, verified proof data. Traditional datasets often suffer from noise, lack of formal structure, or insufficient verification, which hinders the model's ability to perform complex logical derivations. The Mask-Proof pipeline addresses this by providing a systematic, LLM-driven approach to curate and refine mathematical proofs at scale.",[17,5350,5352],{"id":5351},"the-mask-proof-pipeline-architecture","The Mask-Proof Pipeline Architecture",[22,5354,5355],{},"Mask-Proof functions as an automated data curation framework that leverages the reasoning capabilities of LLMs to filter, verify, and structure mathematical content. By implementing a multi-stage pipeline, the system identifies potentially valid proofs, masks critical logical steps to test the model's internal reasoning, and validates the output against formal or semi-formal constraints. This process effectively converts raw, unstructured mathematical text into high-fidelity training data that is better suited for fine-tuning models in domain-specific reasoning tasks.",[17,5357,5359],{"id":5358},"impact-on-model-reasoning","Impact on Model Reasoning",[22,5361,5362],{},"By automating the curation process, Mask-Proof reduces the reliance on manual data labeling, which is both expensive and prone to human error. The pipeline's ability to generate 'masked' versions of proofs forces models to reconstruct logical steps, serving as a form of self-supervised learning that improves the model's grasp of mathematical syntax and logical flow. This approach is particularly effective for scaling up datasets for training models that require rigorous adherence to mathematical axioms and deductive consistency.",{"title":86,"searchDepth":87,"depth":87,"links":5364},[5365,5366,5367],{"id":5344,"depth":87,"text":5345},{"id":5351,"depth":87,"text":5352},{"id":5358,"depth":87,"text":5359},[93],{"content_references":5370,"triage":5374},[5371],{"type":5090,"title":5372,"url":5373,"context":5094},"Mask-Proof: An LLM-based Automated Data Curation Pipeline on Mathematical Proofs","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.15258",{"relevance":106,"novelty":107,"quality":106,"actionability":87,"composite":5375,"reasoning":5376},3.4,"Category: AI & LLMs. The article discusses an LLM-based pipeline for automating data curation in mathematical proofs, which directly relates to AI engineering and addresses the challenge of sourcing high-quality training data. However, while it presents a novel approach, it lacks specific actionable steps for implementation that the audience could directly apply.","\u002Fsummaries\u002Ff9e464ad82911844-mask-proof-automated-data-curation-for-mathematica-summary","2026-06-16 12:56:57",{"title":5334,"description":86},{"loc":5377},"f9e464ad82911844","summaries\u002Ff9e464ad82911844-mask-proof-automated-data-curation-for-mathematica-summary",[121,123,5384,122],"research","Mask-Proof is an LLM-based pipeline designed to automate the curation of high-quality mathematical proof data, addressing the scarcity of reliable training sets for formal reasoning models.",[],"1OhJWnC3fQbrCXd4hYjIXaBtYp6M9aEjUdC0AUoiXzU"]