[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-a473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary":3,"summaries-facets-categories":155,"summary-related-a473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary":4630},{"id":4,"title":5,"ai":6,"body":13,"categories":122,"created_at":124,"date_modified":124,"description":116,"extension":125,"faq":124,"featured":126,"kicker_label":124,"meta":127,"navigation":134,"path":135,"published_at":136,"question":124,"scraped_at":137,"seo":138,"sitemap":139,"source_id":140,"source_name":141,"source_type":142,"source_url":143,"stem":144,"tags":145,"thumbnail_url":150,"tldr":151,"tweet":152,"unknown_tags":153,"__hash__":154},"summaries\u002Fsummaries\u002Fa473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary.md","Modernizing Legacy Systems with Agentic Coding",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6059,564,3576,0.00236075,{"type":14,"value":15,"toc":115},"minimark",[16,21,25,48,52,55,88,92,95],[17,18,20],"h2",{"id":19},"the-hidden-cost-of-legacy-systems","The Hidden Cost of Legacy Systems",[22,23,24],"p",{},"Software teams often lose 60-70% of their development time to \"code archaeology\"—the process of understanding undocumented legacy systems before making changes. In complex environments, such as financial services, this is complicated by three primary factors:",[26,27,28,36,42],"ul",{},[29,30,31,35],"li",{},[32,33,34],"strong",{},"Tangled Dependencies:"," Hidden coupling where disparate systems share database tables or logic, causing cascading failures when one component is modified.",[29,37,38,41],{},[32,39,40],{},"Framework Gaps:"," The technical debt of running on outdated versions (e.g., Java 8), which creates compatibility issues during modernization.",[29,43,44,47],{},[32,45,46],{},"Undocumented External Connections:"," Unmapped integrations with external bureaus or regulatory bodies that fail silently when internal data formats change.",[17,49,51],{"id":50},"the-agentic-modernization-cycle","The Agentic Modernization Cycle",[22,53,54],{},"Agentic coding acts as an \"AI building inspector\" that performs iterative discovery and validation. The process follows a structured cycle to mitigate risk:",[56,57,58,64,70,76,82],"ol",{},[29,59,60,63],{},[32,61,62],{},"System Analysis:"," The AI builds a functional model of the codebase, mapping call paths and data flows to uncover undocumented business logic (e.g., specific sequences of compliance checks).",[29,65,66,69],{},[32,67,68],{},"Boundary Identification:"," Instead of manual guessing, the AI proposes safe extraction points for new services, flagging potential conflicts with existing dependencies.",[29,71,72,75],{},[32,73,74],{},"Automated Test Generation:"," The AI generates comprehensive test suites based on actual system behavior, including edge cases like timeouts and partial failures, which are often overlooked in manual testing.",[29,77,78,81],{},[32,79,80],{},"Human-in-the-Loop Validation:"," Developers review the AI's proposed boundaries and tests, applying their domain expertise to approve changes before implementation.",[29,83,84,87],{},[32,85,86],{},"Parallel Execution:"," The new service runs alongside the legacy system with identical inputs. The AI flags any output divergence, allowing for immediate correction before the feature goes live.",[17,89,91],{"id":90},"maintaining-control-and-trust","Maintaining Control and Trust",[22,93,94],{},"To safely apply agentic coding to mission-critical systems, teams must enforce strict guardrails:",[26,96,97,103,109],{},[29,98,99,102],{},[32,100,101],{},"Human Approval:"," No code is modified or deployed without explicit developer review.",[29,104,105,108],{},[32,106,107],{},"Traceability:"," Every change is committed to Git, ensuring a full history for auditing and easy rollbacks.",[29,110,111,114],{},[32,112,113],{},"No Autonomous Deployment:"," The AI serves as an investigative and generative partner, but the final decision to push to production remains firmly with the human engineering team.",{"title":116,"searchDepth":117,"depth":117,"links":118},"",2,[119,120,121],{"id":19,"depth":117,"text":20},{"id":50,"depth":117,"text":51},{"id":90,"depth":117,"text":91},[123],"AI Automation",null,"md",false,{"content_references":128,"triage":129},[],{"relevance":130,"novelty":131,"quality":131,"actionability":131,"composite":132,"reasoning":133},5,4,4.35,"Category: AI Automation. The article discusses agentic coding, a practical application of AI in modernizing legacy systems, which directly addresses the pain points of developers dealing with outdated code. It provides a structured cycle for implementation, making it actionable for the audience.",true,"\u002Fsummaries\u002Fa473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary","2026-06-08 11:00:07","2026-06-08 12:56:26",{"title":5,"description":116},{"loc":135},"a473e1262879e850","IBM Technology","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=PjrXaC5UsIw","summaries\u002Fa473e1262879e850-modernizing-legacy-systems-with-agentic-coding-summary",[146,147,148,149],"automation","devops","ai-agents","legacy-code","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FPjrXaC5UsIw\u002Fhqdefault.jpg","Agentic coding uses AI to map complex dependencies and automate discovery in legacy systems, allowing developers to focus on high-level architecture and validation rather than manual code archaeology.","This video provides a high-level conceptual overview of how AI-assisted tools can be used to map and refactor legacy codebases. It functions as a pitch for the [IBM approach to agentic coding](https:\u002F\u002Fibm.biz\u002F~aGxquxVMS), focusing on the theoretical workflow of using AI to analyze dependencies and generate tests before human developers perform manual 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DARPA's Cyber Grand Challenge addressed this by developing Cyber Reasoning Systems (CRS) that automate flaw detection, patch formulation, and deployment at machine speeds on enterprise scales. These systems reason about software flaws in real time, overturning the attacker advantage by responding before exploits occur, drawing on disciplines like program analysis and data visualization.",[17,4650,4652],{"id":4651},"real-time-capture-the-flag-competition-mechanics","Real-Time Capture the Flag Competition Mechanics",[22,4654,4655],{},"In the August 4, 2016, Las Vegas final event, seven CRS from over 100 initial teams competed head-to-head on an air-gapped network with custom, previously unanalyzed buggy software. For nearly 12 hours, systems automatically identified vulnerabilities, scanned for affected hosts, protected their own, and exploited opponents' weaknesses while preserving software functionality. Scoring rewarded effective defense, network scanning, and operational integrity. This first all-machine cyber tournament accelerated autonomous vulnerability evaluation and patching, proving machines could handle expert-level security tasks in seconds rather than months.",[17,4657,4659],{"id":4658},"proven-impact-and-future-benefits","Proven Impact and Future Benefits",[22,4661,4662],{},"The event made history by automating cybersecurity, with top prizes of $2 million, $1 million, and $750,000 awarded. Anticipated outcomes include scalable machine-speed remediation, a sustained R&D community for automated defense, and public recordings of competitions for analysis. Post-event resources like a 2:07:27 expert analysis video and full 2:34:05 program footage enable deeper study of CRS gameplay. Though the program is complete, it established foundational tech for proactive cyber defense in networked environments.",{"title":116,"searchDepth":117,"depth":117,"links":4664},[4665,4666,4667],{"id":4644,"depth":117,"text":4645},{"id":4651,"depth":117,"text":4652},{"id":4658,"depth":117,"text":4659},[123],{"content_references":4670,"triage":4685},[4671,4675,4679,4682],{"type":4672,"title":4673,"context":4674},"event","Cyber Grand Challenge Final Event","mentioned",{"type":4676,"title":4677,"url":4678,"context":4674},"other","DARPA Celebrates Cyber Grand Challenge Winners","https:\u002F\u002Fwww.darpa.mil\u002Fnews\u002F2016\u002Fcyber-grand-challenge-winners",{"type":4676,"title":4680,"url":4681,"context":4674},"CGC YouTube Playlist","https:\u002F\u002Fwww.youtube.com\u002Fplaylist?list=PL6wMum5UsYvZx2x9QGhDY8j3FcQUH7uY0",{"type":4676,"title":4683,"url":4684,"context":4674},"Full CGC Program","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=n0kn4mDXY6I",{"relevance":4686,"novelty":4686,"quality":131,"actionability":117,"composite":4687,"reasoning":4688},3,3.05,"Category: AI Automation. The article discusses DARPA's Cyber Grand Challenge, which automates vulnerability detection and patching, relevant to AI automation in cybersecurity. However, it lacks specific actionable insights for product builders looking to implement similar systems.","\u002Fsummaries\u002F846701427600e889-darpa-s-cyber-grand-challenge-automates-bug-huntin-summary","2026-04-15 15:25:54",{"title":4633,"description":116},{"loc":4689},"846701427600e889","__oneoff__","article","https:\u002F\u002Fwww.darpa.mil\u002Fresearch\u002Fprograms\u002Fcyber-grand-challenge","summaries\u002F846701427600e889-darpa-s-cyber-grand-challenge-automates-bug-huntin-summary",[146,147],"DARPA's 2016 Cyber Grand Challenge demonstrated automated systems detecting and patching software vulnerabilities in real-time during a 12-hour machine-only Capture the Flag tournament, awarding $2M to winners.",[],"n8ECCY08Q16cw1yfvDZayS3AspyR756jyrCjsNBy1rg",{"id":4703,"title":4704,"ai":4705,"body":4710,"categories":4788,"created_at":124,"date_modified":124,"description":116,"extension":125,"faq":124,"featured":126,"kicker_label":124,"meta":4789,"navigation":134,"path":4795,"published_at":124,"question":124,"scraped_at":4796,"seo":4797,"sitemap":4798,"source_id":4799,"source_name":4694,"source_type":4695,"source_url":4800,"stem":4801,"tags":4802,"thumbnail_url":124,"tldr":4803,"tweet":124,"unknown_tags":4804,"__hash__":4805},"summaries\u002Fsummaries\u002Ff2cb784283281a42-enable-dependabot-to-auto-detect-and-fix-dependenc-summary.md","Enable Dependabot to Auto-Detect and Fix Dependency Vulns",{"provider":7,"model":4635,"input_tokens":4706,"output_tokens":4707,"processing_time_ms":4708,"cost_usd":4709},5802,2223,16290,0.0022494,{"type":14,"value":4711,"toc":4782},[4712,4716,4719,4729,4733,4736,4739,4743,4746,4766,4769,4773,4776,4779],[17,4713,4715],{"id":4714},"dependabots-three-features-secure-dependencies","Dependabot's Three Features Secure Dependencies",[22,4717,4718],{},"Dependabot scans your repo's dependency graph to manage risks: alerts notify of vulnerabilities in used packages; security updates auto-create pull requests (PRs) to patched versions; version updates raise PRs for non-security dependency bumps. Enabling all three covers detection, urgent fixes, and maintenance. GitHub auto-enables the dependency graph on first activation, pulling from package manifests like package-lock.json.",[22,4720,4721,4722,4728],{},"For hands-on testing, fork ",[4723,4724,4725],"a",{"href":4725,"rel":4726},"https:\u002F\u002Fgithub.com\u002Fdependabot\u002Fdemo",[4727],"nofollow"," repo: select owner, name it, create fork. This demo exposes a real vuln like 'Command Injection in lodash' for practice.",[17,4730,4732],{"id":4731},"one-click-enablement-and-config-in-repo-settings","One-Click Enablement and Config in Repo Settings",[22,4734,4735],{},"In your forked repo, go to Settings > Advanced Security (under Security sidebar) > Enable Dependabot alerts, security updates, and version updates. GitHub generates a default dependabot.yml in \u002F.github\u002F for version updates—edit it to specify package ecosystems, update schedules, directories, and ignore rules (see GitHub's example config for YAML structure with 'version: 2', 'updates' array of 'package-ecosystem' like 'npm', 'directory: \"\u002F\"', 'schedule: {interval: \"daily\"}'). Commit changes to activate.",[22,4737,4738],{},"This setup works for user\u002Forg repos; org admins can enforce repo-wide via org settings.",[17,4740,4742],{"id":4741},"view-prioritize-and-drill-into-vulnerability-details","View, Prioritize, and Drill into Vulnerability Details",[22,4744,4745],{},"Access alerts at repo main page > Security tab > Findings > Dependabot > Vulnerabilities (default: Open tab). Filter by severity, labels, or auto-triage rules to ignore false positives. Click an alert (e.g., lodash in javascript\u002Fpackage-lock.json) for:",[26,4747,4748,4751,4754,4757,4760,4763],{},[29,4749,4750],{},"Package, affected\u002Fpatched versions.",[29,4752,4753],{},"Vuln description.",[29,4755,4756],{},"Severity (via CVSS score), tags, CWEs, CVE\u002FGHSA IDs.",[29,4758,4759],{},"Link to GitHub Advisory Database advisory.",[29,4761,4762],{},"Affected repos list.",[29,4764,4765],{},"Auto PR link: click Review security update to inspect.",[22,4767,4768],{},"Use Closed tab for dismissed alerts; prioritize high-impact first to reduce exploit risk.",[17,4770,4772],{"id":4771},"resolve-alerts-merge-prs-or-dismiss-with-justification","Resolve Alerts: Merge PRs or Dismiss with Justification",[22,4774,4775],{},"For fixes, click Review security update on alert—Dependabot's PR shows commits, changelog diffs. Use PR commands (via Dependabot commands\u002Foptions link) like \u002Fmerge to auto-merge or \u002Frebase. Merge to apply patched version, closing the alert.",[22,4777,4778],{},"To dismiss: Alert details > Dismiss alert > Select reason (e.g., 'fixed outside Dependabot', 'not used', 'acceptable risk') > Add comment for audit trail > Confirm. Dismissed alerts move to Closed tab.",[22,4780,4781],{},"Troubleshoot PR blocks or detection issues via GitHub docs on errors and vulnerable dependency detection. Next: Customize notifications, org policies, PR management, or browse advisories.",{"title":116,"searchDepth":117,"depth":117,"links":4783},[4784,4785,4786,4787],{"id":4714,"depth":117,"text":4715},{"id":4731,"depth":117,"text":4732},{"id":4741,"depth":117,"text":4742},{"id":4771,"depth":117,"text":4772},[227],{"content_references":4790,"triage":4793},[4791],{"type":4676,"title":4792,"url":4725,"context":4674},"dependabot\u002Fdemo",{"relevance":130,"novelty":4686,"quality":131,"actionability":130,"composite":132,"reasoning":4794},"Category: Automation. The article provides a detailed guide on enabling Dependabot to manage dependency vulnerabilities, which is highly relevant for developers looking to automate security in their projects. It includes specific steps for setup and configuration, making it immediately actionable for the audience.","\u002Fsummaries\u002Ff2cb784283281a42-enable-dependabot-to-auto-detect-and-fix-dependenc-summary","2026-04-15 15:33:20",{"title":4704,"description":116},{"loc":4795},"f2cb784283281a42","https:\u002F\u002Fdocs.github.com\u002Fen\u002Fcode-security\u002Fgetting-started\u002Fdependabot-quickstart-guide","summaries\u002Ff2cb784283281a42-enable-dependabot-to-auto-detect-and-fix-dependenc-summary",[147,146],"Fork GitHub's demo repo, enable Dependabot alerts\u002Fsecurity\u002Fversion updates in repo Settings > Advanced Security, view vulns in Security tab, merge auto PRs for fixes like lodash command injection, or dismiss with audit comments.",[],"dA169lfM3c-V75hDqMq5cmVJ-WMyfhSWHqcICa6LkZ4",{"id":4807,"title":4808,"ai":4809,"body":4814,"categories":4883,"created_at":124,"date_modified":124,"description":116,"extension":125,"faq":124,"featured":126,"kicker_label":124,"meta":4884,"navigation":134,"path":4894,"published_at":4895,"question":124,"scraped_at":4895,"seo":4896,"sitemap":4897,"source_id":4898,"source_name":4899,"source_type":4695,"source_url":4890,"stem":4900,"tags":4901,"thumbnail_url":124,"tldr":4903,"tweet":124,"unknown_tags":4904,"__hash__":4905},"summaries\u002Fsummaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary.md","Decomposing AI Workflows into Reusable Skills",{"provider":7,"model":8,"input_tokens":4810,"output_tokens":4811,"processing_time_ms":4812,"cost_usd":4813},4073,581,3472,0.00188975,{"type":14,"value":4815,"toc":4879},[4816,4820,4823,4849,4853,4856,4876],[17,4817,4819],{"id":4818},"the-four-pillar-decomposition-framework","The Four-Pillar Decomposition Framework",[22,4821,4822],{},"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:",[26,4824,4825,4831,4837,4843],{},[29,4826,4827,4830],{},[32,4828,4829],{},"Routing:"," Defines the decision-making logic that determines when and how a specific skill should be invoked based on input context.",[29,4832,4833,4836],{},[32,4834,4835],{},"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.",[29,4838,4839,4842],{},[32,4840,4841],{},"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.",[29,4844,4845,4848],{},[32,4846,4847],{},"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.",[17,4850,4852],{"id":4851},"improving-agent-modularity-and-scalability","Improving Agent Modularity and Scalability",[22,4854,4855],{},"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:",[56,4857,4858,4864,4870],{},[29,4859,4860,4863],{},[32,4861,4862],{},"Reusability:"," Once a 'Workflow' or 'Semantics' block is defined for a specific domain, it can be reused across different agent implementations without modification.",[29,4865,4866,4869],{},[32,4867,4868],{},"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.",[29,4871,4872,4875],{},[32,4873,4874],{},"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.",[22,4877,4878],{},"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":116,"searchDepth":117,"depth":117,"links":4880},[4881,4882],{"id":4818,"depth":117,"text":4819},{"id":4851,"depth":117,"text":4852},[164],{"content_references":4885,"triage":4892},[4886],{"type":4887,"title":4888,"author":4889,"url":4890,"context":4891},"paper","Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition","arXiv","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.06893","cited",{"relevance":130,"novelty":131,"quality":131,"actionability":131,"composite":132,"reasoning":4893},"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":4808,"description":116},{"loc":4894},"a2e69b3ac342f3a6","arXiv cs.AI","summaries\u002Fa2e69b3ac342f3a6-decomposing-ai-workflows-into-reusable-skills-summary",[4902,146,148],"llm","The 'Workflow-to-Skill' framework improves AI agent modularity by decomposing complex processes into four distinct components: Routing, Workflow, Semantics, and Attachments.",[148],"V8SKbx2bTbTlIPpKlB35j-kcY7_UI_GghVKHsne5GyY",{"id":4907,"title":4908,"ai":4909,"body":4914,"categories":4962,"created_at":124,"date_modified":124,"description":116,"extension":125,"faq":124,"featured":126,"kicker_label":124,"meta":4963,"navigation":134,"path":4971,"published_at":4972,"question":124,"scraped_at":4972,"seo":4973,"sitemap":4974,"source_id":4975,"source_name":4899,"source_type":4695,"source_url":4968,"stem":4976,"tags":4977,"thumbnail_url":124,"tldr":4979,"tweet":124,"unknown_tags":4980,"__hash__":4981},"summaries\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary.md","CAX-Agent: Reliable APDL Automation via Lightweight Agent Harnesses",{"provider":7,"model":8,"input_tokens":4910,"output_tokens":4911,"processing_time_ms":4912,"cost_usd":4913},4099,578,3338,0.00189175,{"type":14,"value":4915,"toc":4957},[4916,4920,4923,4927,4930,4950,4954],[17,4917,4919],{"id":4918},"the-challenge-of-apdl-automation","The Challenge of APDL Automation",[22,4921,4922],{},"APDL (ANSYS Parametric Design Language) is a powerful but rigid scripting environment used in computational engineering. Automating it with general-purpose LLMs often fails because these models struggle with the specific syntax, state-dependent commands, and error-handling requirements of engineering simulation software. CAX-Agent addresses this by providing a dedicated harness that bridges the gap between high-level intent and low-level APDL execution.",[17,4924,4926],{"id":4925},"the-cax-agent-architecture","The CAX-Agent Architecture",[22,4928,4929],{},"CAX-Agent functions as a lightweight middleware layer that constrains the agent's action space to valid APDL operations. Instead of allowing an LLM to generate raw, unverified scripts, the framework:",[26,4931,4932,4938,4944],{},[29,4933,4934,4937],{},[32,4935,4936],{},"Constrains Execution:"," It forces the agent to interact with the simulation environment through a predefined set of verified functions rather than open-ended code generation.",[29,4939,4940,4943],{},[32,4941,4942],{},"Error Feedback Loops:"," When a simulation fails, the harness captures the specific APDL error logs and feeds them back into the agent's context, allowing for iterative self-correction.",[29,4945,4946,4949],{},[32,4947,4948],{},"State Management:"," It maintains the simulation state, ensuring that the agent understands the current geometry and mesh status before issuing subsequent commands.",[17,4951,4953],{"id":4952},"improving-reliability-in-engineering-workflows","Improving Reliability in Engineering Workflows",[22,4955,4956],{},"By shifting from a 'generate-and-pray' approach to a 'harness-and-verify' model, CAX-Agent significantly reduces the hallucination rate common in engineering automation. The framework is designed to be lightweight, meaning it does not require massive fine-tuning of base models. Instead, it relies on prompt engineering combined with a robust execution environment that treats APDL as a structured API. This approach allows engineers to automate complex simulation setups—such as parametric sweeps or iterative design optimization—with higher success rates and less manual debugging.",{"title":116,"searchDepth":117,"depth":117,"links":4958},[4959,4960,4961],{"id":4918,"depth":117,"text":4919},{"id":4925,"depth":117,"text":4926},{"id":4952,"depth":117,"text":4953},[164],{"content_references":4964,"triage":4969},[4965],{"type":4887,"title":4966,"author":4967,"url":4968,"context":4891},"CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15218",{"relevance":130,"novelty":131,"quality":131,"actionability":131,"composite":132,"reasoning":4970},"Category: AI Automation. The article discusses a specialized framework for automating APDL tasks, addressing a specific pain point for engineers in computational workflows. It provides a structured approach to error handling and state management, making it actionable for those looking to implement AI in engineering automation.","\u002Fsummaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary","2026-05-18 07:11:45",{"title":4908,"description":116},{"loc":4971},"277954d4ab44a360","summaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary",[146,148,4978],"computational-engineering","CAX-Agent provides a specialized, lightweight framework designed to automate ANSYS Parametric Design Language (APDL) tasks, improving reliability in computational engineering workflows through structured agent interaction.",[148,4978],"hOwPmkpcIPw_MDGo4gk6eHBpfF-bqGZdG_OEqQz3AVM"]