[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-53e1da4b0cbcd14f-scaling-ai-agents-for-enterprise-engineering-at-ci-summary":3,"summaries-facets-categories":104,"summary-related-53e1da4b0cbcd14f-scaling-ai-agents-for-enterprise-engineering-at-ci-summary":4287},{"id":4,"title":5,"ai":6,"body":13,"categories":69,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":74,"navigation":86,"path":87,"published_at":88,"question":71,"scraped_at":88,"seo":89,"sitemap":90,"source_id":91,"source_name":92,"source_type":93,"source_url":94,"stem":95,"tags":96,"thumbnail_url":71,"tldr":101,"tweet":71,"unknown_tags":102,"__hash__":103},"summaries\u002Fsummaries\u002F53e1da4b0cbcd14f-scaling-ai-agents-for-enterprise-engineering-at-ci-summary.md","Scaling AI Agents for Enterprise Engineering at Cisco",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6781,521,2991,0.00247675,{"type":14,"value":15,"toc":62},"minimark",[16,21,25,29,32,55,59],[17,18,20],"h2",{"id":19},"from-tooling-to-teammate-the-agentic-shift","From Tooling to Teammate: The Agentic Shift",[22,23,24],"p",{},"Cisco moved beyond using AI for simple code completion, instead deploying OpenAI’s Codex as an autonomous agent capable of operating within complex, multi-repository production environments. The core value proposition shifted from surface-level automation to agency: the ability for the model to reason across large codebases, execute CLI-based compile-test-fix loops, and adhere to strict enterprise security and governance frameworks. By treating the AI as a team member rather than a standalone tool, Cisco engineers utilized it to generate and follow process documentation, ensuring transparency for human reviewers.",[17,26,28],{"id":27},"quantifiable-engineering-impact","Quantifiable Engineering Impact",[22,30,31],{},"Integrating Codex into critical workflows yielded significant operational improvements:",[33,34,35,43,49],"ul",{},[36,37,38,42],"li",{},[39,40,41],"strong",{},"Build Optimization:"," By analyzing dependency graphs across 15+ interconnected repositories, the team reduced build times by ~20%, saving over 1,500 engineering hours per month.",[36,44,45,48],{},[39,46,47],{},"Defect Remediation:"," Using Codex-CLI for autonomous, iterative repair on C\u002FC++ codebases, Cisco achieved a 10-15x increase in defect resolution throughput, shifting engineer focus from manual patching to design and validation.",[36,50,51,54],{},[39,52,53],{},"Framework Migrations:"," Large-scale UI migrations (e.g., React 18 to 19) were compressed from weeks to days by automating repetitive code updates.",[17,56,58],{"id":57},"enterprise-grade-partnership-strategy","Enterprise-Grade Partnership Strategy",[22,60,61],{},"Cisco’s approach to AI adoption relies on a model of deep technical partnership. By providing continuous feedback on real-world production constraints—such as compliance requirements and long-running task management—Cisco helped shape the enterprise roadmap for Codex. This collaboration demonstrates that successful AI integration in large organizations requires leadership alignment, real-world workload testing, and a commitment to embedding AI directly into existing development pipelines.",{"title":63,"searchDepth":64,"depth":64,"links":65},"",2,[66,67,68],{"id":19,"depth":64,"text":20},{"id":27,"depth":64,"text":28},{"id":57,"depth":64,"text":58},[70],"AI Automation",null,"md",false,{"content_references":75,"triage":81},[76],{"type":77,"title":78,"author":79,"context":80},"tool","Codex","OpenAI","recommended",{"relevance":82,"novelty":83,"quality":83,"actionability":83,"composite":84,"reasoning":85},5,4,4.35,"Category: AI Automation. The article provides a detailed case study on how Cisco integrated OpenAI's Codex as an autonomous engineering teammate, addressing practical applications of AI in enterprise settings. It offers quantifiable results and insights into operational improvements, making it highly relevant and actionable for product builders.",true,"\u002Fsummaries\u002F53e1da4b0cbcd14f-scaling-ai-agents-for-enterprise-engineering-at-ci-summary","2026-05-30 14:03:22",{"title":5,"description":63},{"loc":87},"53e1da4b0cbcd14f","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fcisco","summaries\u002F53e1da4b0cbcd14f-scaling-ai-agents-for-enterprise-engineering-at-ci-summary",[97,98,99,100],"automation","ai-agents","enterprise-engineering","codex","Cisco partnered with OpenAI to integrate Codex as an autonomous engineering teammate, resulting in a 20% reduction in build times and a 10-15x increase in defect resolution 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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.",[17,4306,4308],{"id":4307},"the-cax-agent-architecture","The CAX-Agent Architecture",[22,4310,4311],{},"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:",[33,4313,4314,4320,4326],{},[36,4315,4316,4319],{},[39,4317,4318],{},"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.",[36,4321,4322,4325],{},[39,4323,4324],{},"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.",[36,4327,4328,4331],{},[39,4329,4330],{},"State Management:"," It maintains the simulation state, ensuring that the agent understands the current geometry and mesh status before issuing subsequent commands.",[17,4333,4335],{"id":4334},"improving-reliability-in-engineering-workflows","Improving Reliability in Engineering Workflows",[22,4337,4338],{},"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":63,"searchDepth":64,"depth":64,"links":4340},[4341,4342,4343],{"id":4300,"depth":64,"text":4301},{"id":4307,"depth":64,"text":4308},{"id":4334,"depth":64,"text":4335},[113],{"content_references":4346,"triage":4353},[4347],{"type":4348,"title":4349,"author":4350,"url":4351,"context":4352},"paper","CAX-Agent: A Lightweight Agent Harness for Reliable APDL Automation","Not specified","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.15218","cited",{"relevance":82,"novelty":83,"quality":83,"actionability":83,"composite":84,"reasoning":4354},"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":4290,"description":63},{"loc":4355},"277954d4ab44a360","arXiv cs.AI","summaries\u002F277954d4ab44a360-cax-agent-reliable-apdl-automation-via-lightweight-summary",[97,98,4363],"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.",[98,4363],"hOwPmkpcIPw_MDGo4gk6eHBpfF-bqGZdG_OEqQz3AVM",{"id":4368,"title":4369,"ai":4370,"body":4375,"categories":4415,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":4416,"navigation":86,"path":4427,"published_at":4428,"question":71,"scraped_at":4429,"seo":4430,"sitemap":4431,"source_id":4432,"source_name":4433,"source_type":93,"source_url":4434,"stem":4435,"tags":4436,"thumbnail_url":71,"tldr":4439,"tweet":71,"unknown_tags":4440,"__hash__":4441},"summaries\u002Fsummaries\u002Fd1d4d2b5c63eacc0-implementing-gbrain-a-self-wiring-memory-layer-for-summary.md","Implementing GBrain: A Self-Wiring Memory Layer for AI Agents",{"provider":7,"model":8,"input_tokens":4371,"output_tokens":4372,"processing_time_ms":4373,"cost_usd":4374},10450,613,2929,0.003532,{"type":14,"value":4376,"toc":4410},[4377,4381,4384,4388,4403,4407],[17,4378,4380],{"id":4379},"the-architecture-of-persistent-agent-memory","The Architecture of Persistent Agent Memory",[22,4382,4383],{},"GBrain addresses the common limitation of AI agents: the lack of persistent, structured memory across sessions. Developed by Garry Tan to power his own agent deployments, it functions as a markdown-first knowledge layer. The system uses PGLite (Postgres compiled to WASM) to provide a serverless, local database that supports vector search, BM25 keyword search, and a typed knowledge graph. By maintaining a \"compiled truth + timeline\" pattern in markdown files, it ensures that human-readable documentation remains the system of record while the agent maintains a high-performance retrieval layer.",[17,4385,4387],{"id":4386},"deterministic-knowledge-graph-extraction","Deterministic Knowledge Graph Extraction",[22,4389,4390,4391,4395,4396,4395,4399,4402],{},"A core innovation of GBrain is its ability to wire a knowledge graph without LLM calls. It uses a regex-based inference cascade to extract typed edges (e.g., ",[4392,4393,4394],"code",{},"works_at",", ",[4392,4397,4398],{},"founded",[4392,4400,4401],{},"invested_in",") directly from wikilinks within markdown files. This structural approach allows for precise, one-hop traversals rather than relying solely on vector similarity. Benchmarks on the \"BrainBench\" corpus demonstrate that this graph-enabled retrieval provides a +31.4-point P@5 lead over vector-only search, achieving 49.1% P@5 and 97.9% R@5.",[17,4404,4406],{"id":4405},"integration-and-autonomy","Integration and Autonomy",[22,4408,4409],{},"GBrain is designed for seamless integration with modern AI development workflows. It exposes 74 tools via the Model Context Protocol (MCP), allowing agents like Claude Code, Cursor, and Windsurf to read, write, and query the brain directly. The system also includes an \"autopilot\" mode that manages health scores and remediation tasks via a cron-driven daemon. For production scaling, GBrain supports migrating from the local PGLite instance to a full Supabase or Postgres backend, ensuring it can grow from a small personal repository to a large-scale knowledge base.",{"title":63,"searchDepth":64,"depth":64,"links":4411},[4412,4413,4414],{"id":4379,"depth":64,"text":4380},{"id":4386,"depth":64,"text":4387},{"id":4405,"depth":64,"text":4406},[70],{"content_references":4417,"triage":4425},[4418,4421],{"type":77,"title":4419,"url":4420,"context":80},"GBrain","https:\u002F\u002Fgithub.com\u002Fgarrytan\u002Fgbrain",{"type":77,"title":4422,"url":4423,"context":4424},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F","mentioned",{"relevance":82,"novelty":83,"quality":83,"actionability":83,"composite":84,"reasoning":4426},"Category: AI & LLMs. The article provides a detailed implementation guide for GBrain, a memory layer for AI agents, addressing a specific pain point of persistent memory in AI systems. It includes technical insights and benchmarks that demonstrate its effectiveness, making it highly relevant and actionable for developers looking to integrate AI features.","\u002Fsummaries\u002Fd1d4d2b5c63eacc0-implementing-gbrain-a-self-wiring-memory-layer-for-summary","2026-05-22 18:23:40","2026-05-22 19:01:11",{"title":4369,"description":63},{"loc":4427},"d1d4d2b5c63eacc0","MarkTechPost","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F22\u002Fa-step-by-step-coding-tutorial-to-implement-gbrain-the-self-wiring-memory-layer-built-by-y-combinators-garry-tan-for-ai-agents\u002F","summaries\u002Fd1d4d2b5c63eacc0-implementing-gbrain-a-self-wiring-memory-layer-for-summary",[4437,4438,97,98],"llm","typescript","GBrain is an open-source, markdown-first memory layer that uses a local Postgres-backed knowledge graph and hybrid search to give AI agents persistent, structured recall without relying on expensive LLM calls for graph extraction.",[98],"wq7iIUUbnjpM-39SPApiKbjDm7VJWuq3mYgkkcyH-94",{"id":4443,"title":4444,"ai":4445,"body":4450,"categories":4527,"created_at":71,"date_modified":71,"description":63,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":4528,"navigation":86,"path":4548,"published_at":4549,"question":71,"scraped_at":4550,"seo":4551,"sitemap":4552,"source_id":4553,"source_name":4554,"source_type":93,"source_url":4555,"stem":4556,"tags":4557,"thumbnail_url":71,"tldr":4560,"tweet":71,"unknown_tags":4561,"__hash__":4562},"summaries\u002Fsummaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary.md","Building a Deterministic Runtime for AI Agents",{"provider":7,"model":8,"input_tokens":4446,"output_tokens":4447,"processing_time_ms":4448,"cost_usd":4449},9057,911,5183,0.00363075,{"type":14,"value":4451,"toc":4521},[4452,4456,4459,4463,4470,4474,4477,4514,4518],[17,4453,4455],{"id":4454},"the-failure-of-model-driven-orchestration","The Failure of Model-Driven Orchestration",[22,4457,4458],{},"Probabilistic systems (LLMs) are ill-suited for deterministic enterprise workflows like payment authorization or vendor onboarding. When models are tasked with orchestration—sequencing tool calls, managing state, and interpreting results—they introduce non-deterministic behavior, security risks, and audit failures. Furthermore, increasing model size or context windows does not solve these issues; it often exacerbates them by increasing the surface area for \"lost in the middle\" phenomena and tool-space interference, where adding more tools degrades performance.",[17,4460,4462],{"id":4461},"shifting-the-execution-boundary","Shifting the Execution Boundary",[22,4464,4465,4466,4469],{},"The core architectural solution is to move the execution loop out of the model and into a governed runtime. The author introduces \"Lattice,\" an open framework that treats workflows as \"capabilities\"—typed Python contracts. In this model, the LLM acts only as an intent engine, requesting a high-level outcome (e.g., ",[4392,4467,4468],{},"VendorOnboarding","), while the runtime handles the complex, deterministic logic of sequencing, retries, and error recovery.",[17,4471,4473],{"id":4472},"capabilities-as-governed-code","Capabilities as Governed Code",[22,4475,4476],{},"Capabilities are defined as Python files using decorators to manage the workflow lifecycle:",[33,4478,4479,4489,4508],{},[36,4480,4481,4484,4485,4488],{},[39,4482,4483],{},"Contract Definition:"," ",[4392,4486,4487],{},"@capability"," defines the inputs and the \"projection\" (the small, decision-relevant data returned to the model).",[36,4490,4491,4484,4494,4497,4498,4395,4501,4395,4504,4507],{},[39,4492,4493],{},"Step Execution:",[4392,4495,4496],{},"@step"," functions define discrete units of work, allowing for dependency management (e.g., running independent steps in parallel) and granular failure policies (",[4392,4499,4500],{},"@retry",[4392,4502,4503],{},"@soft_failure",[4392,4505,4506],{},"@hard_failure",").",[36,4509,4510,4513],{},[39,4511,4512],{},"Security & Audit:"," Credentials and permissions are managed by the runtime, not the model. By injecting scopes at the capability level, security reviews are simplified from auditing dozens of individual endpoints to auditing a single capability. Every execution generates a structured, queryable audit trail, replacing opaque conversation logs.",[17,4515,4517],{"id":4516},"designing-for-decision-surfaces","Designing for Decision Surfaces",[22,4519,4520],{},"A capability's value is determined by its \"projection.\" Instead of passing raw API responses (which are sensitive and noisy) back to the model, the runtime filters data into a small, typed object. This projection must enable the model to explain outcomes, present clear alternatives upon failure, and map those alternatives to actionable next steps. This approach keeps sensitive data out of the model's context, mitigating risks like prompt injection and log exposure while significantly reducing token costs.",{"title":63,"searchDepth":64,"depth":64,"links":4522},[4523,4524,4525,4526],{"id":4454,"depth":64,"text":4455},{"id":4461,"depth":64,"text":4462},{"id":4472,"depth":64,"text":4473},{"id":4516,"depth":64,"text":4517},[70],{"content_references":4529,"triage":4546},[4530,4534,4539,4543],{"type":4348,"title":4531,"author":4532,"url":4533,"context":4352},"Lost in the Middle: How Language Models Use Long Contexts","Liu et al.","https:\u002F\u002Farxiv.org\u002Fabs\u002F2307.03172",{"type":4535,"title":4536,"author":4537,"url":4538,"context":4352},"other","Tool-space interference: An emerging problem for LLM agents","Microsoft Research","https:\u002F\u002Fwww.microsoft.com\u002Fen-us\u002Fresearch\u002Fvideo\u002Ftool-space-interference-an-emerging-problem-for-llm-agents\u002F",{"type":4348,"title":4540,"author":4541,"url":4542,"context":4352},"LongFuncEval: A Benchmark for Long-Context LLM Agents","IBM","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2505.10570",{"type":4348,"title":4544,"url":4545,"context":4352},"Less is More: The Impact of Tool Set Size on Agent Performance","https:\u002F\u002Farxiv.org\u002Fpdf\u002F2411.15399",{"relevance":82,"novelty":83,"quality":83,"actionability":83,"composite":84,"reasoning":4547},"Category: AI Automation. The article provides a detailed architectural solution for integrating AI agents into enterprise workflows, addressing a specific pain point of non-deterministic behavior in LLMs. It introduces a governed Python runtime framework that enhances reliability and security, making it actionable for developers looking to implement AI in production.","\u002Fsummaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary","2026-05-20 17:44:13","2026-05-20 19:00:29",{"title":4444,"description":63},{"loc":4548},"457d7c680caa17a0","Level Up Coding","https:\u002F\u002Flevelup.gitconnected.com\u002Fthe-missing-runtime-between-ai-agents-and-enterprise-backends-part-2-of-2-54dab8e415ce?source=rss----5517fd7b58a6---4","summaries\u002F457d7c680caa17a0-building-a-deterministic-runtime-for-ai-agents-summary",[4558,97,98,4559],"python","software-engineering","To move AI agents from chat to production, move orchestration out of the LLM and into a governed Python runtime that enforces state, permissions, and failure policies.",[98,4559],"mCK-7pbC3ltvLpUlquTbPLA-fvCT7fCKeV01kDXs3Xw",{"id":4564,"title":4565,"ai":4566,"body":4572,"categories":4653,"created_at":71,"date_modified":71,"description":4654,"extension":72,"faq":71,"featured":73,"kicker_label":71,"meta":4655,"navigation":86,"path":4656,"published_at":4657,"question":71,"scraped_at":4658,"seo":4659,"sitemap":4660,"source_id":4661,"source_name":4662,"source_type":4663,"source_url":4664,"stem":4665,"tags":4666,"thumbnail_url":71,"tldr":4669,"tweet":71,"unknown_tags":4670,"__hash__":4671},"summaries\u002Fsummaries\u002Ffb5eca477f205f87-build-sell-ai-missed-call-agents-for-500-2k-mo-summary.md","Build & Sell AI Missed Call Agents for $500-2K\u002FMo",{"provider":7,"model":4567,"input_tokens":4568,"output_tokens":4569,"processing_time_ms":4570,"cost_usd":4571},"x-ai\u002Fgrok-4.1-fast",8621,1490,15632,0.0024467,{"type":14,"value":4573,"toc":4648},[4574,4578,4581,4589,4592,4596,4603,4606,4632,4635,4639,4642,4645],[17,4575,4577],{"id":4576},"automate-missed-calls-to-capture-57-more-sales","Automate Missed Calls to Capture 57% More Sales",[22,4579,4580],{},"Missed calls cost small businesses sales because 57% go to whoever responds first, yet most let voicemails sit unanswered. Fix this with a GoHighLevel workflow triggered by incoming calls that go unanswered, busy, or to voicemail. Add a 1-3 minute delay before the first SMS to avoid bot detection, tag the contact (e.g., 'missed-call'), categorize as a lead, and replace the static text with Conversation AI.",[22,4582,4583,4584,4588],{},"Initial SMS: 'Hey, sorry we missed your call. What's going on with ",[4585,4586,4587],"span",{},"service, e.g., your tree","?' Limit to 300 characters. Set AI to SMS channel, wait 24 hours for replies, max 5 responses, 35 seconds between replies. Push notifications and SMS alerts let humans takeover anytime.",[22,4590,4591],{},"This turns one static text into full conversations that answer questions and book appointments without involvement, reusable across clients by duplicating workflows and swapping service details (e.g., tree trimming to plumbing).",[17,4593,4595],{"id":4594},"craft-human-like-ai-with-custom-prompts-and-branches","Craft Human-Like AI with Custom Prompts and Branches",[22,4597,4598,4599,4602],{},"Use Claude\u002FChatGPT to tailor prompts: 'You're a friendly assistant for ",[4585,4600,4601],{},"Business Name",", engineered to book appointments. Be warm, casual, talk like a real person. Objectives: Identify service need, get address\u002Fpreferred day. Ask: What’s going on with your tree? Examples: \"Sounds frustrating—trees can get out of hand quick.\" Trim to \u003C300 words, no quotes in questions.",[22,4604,4605],{},"Add branches post-AI:",[33,4607,4608,4614,4620,4626],{},[36,4609,4610,4613],{},[39,4611,4612],{},"Booked",": If customer provides service need, address, preferred day → SMS notify owner.",[36,4615,4616,4619],{},[39,4617,4618],{},"Emergency"," (e.g., tree on house): SMS 'Emergency' alert.",[36,4621,4622,4625],{},[39,4623,4624],{},"Unqualified"," (wrong service\u002Farea): Tag 'cancelled'.",[36,4627,4628,4631],{},[39,4629,4630],{},"Timeout",": End workflow.",[22,4633,4634],{},"Publish once per client type. Result: AI handles 80-90% of interactions autonomously, boosting bookings via faster, engaging responses.",[17,4636,4638],{"id":4637},"dogfood-to-acquire-clients-at-500-2kmonth-recurring","Dogfood to Acquire Clients at $500-2K\u002FMonth Recurring",[22,4640,4641],{},"Reverse the workflow for sales: Duplicate as 'dogfooding', trigger on your inbound calls. Prompt AI as your sales agent: 'You’re texting a business owner post-ringless voicemail about AI missed call text-back. Pitch: $500\u002Fmonth, pays for itself in 90 days or free. Close for demo\u002Fcall.' Add 'hot-lead' branch for interested prospects (detailed questions\u002Fimmediate start) → SMS with name\u002Fphone.",[22,4643,4644],{},"Generate leads: Scrape phone lists (e.g., Outscraper for 'tree trimming Dallas'), clean to E.164 format, upload CSV to Slack Broadcast for ringless voicemail drops (no ring, straight to VM). Record vague VM: 'Hey, this is Chris in Dallas looking for tree trimming businesses—call back.' Sync caller ID in GoHighLevel.",[22,4646,4647],{},"Live demo yielded instant callback: AI pitched, handled 'cost?' objection with guarantee, requested call. A 16-year-old closed a plumber using similar drops. With 33M US small businesses, target niches via scrapes\u002Fdrops. Charge $500-2K\u002Fmonth recurring; one extra client covers costs. Join communities like Playmakers for scaling.",{"title":63,"searchDepth":64,"depth":64,"links":4649},[4650,4651,4652],{"id":4576,"depth":64,"text":4577},{"id":4594,"depth":64,"text":4595},{"id":4637,"depth":64,"text":4638},[70],"Get 30 days free on HighLevel only with my link: https:\u002F\u002Fwww.gohighlevel.com\u002FTKOPOD\n━\nCheck out my newsletter at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https:\u002F\u002FTKOPOD.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ and join my new community at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https:\u002F\u002FTKOwners.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠\n━\n\nIn this episode, I walk you through how to build a simple AI system that turns missed calls into booked appointments automatically. Most businesses are losing customers just because they don’t respond fast enough, so I show you how to fix that with an AI agent that actually has real conversations over text.\n\nThen I take it a step further and show you how to sell this as a $500 to $2,000 per month service to small business owners, even if you don’t have a business yet. I break down the full workflow inside , how to make the AI sound human, and how to use the same system to find and close your first clients using ringless voicemail.\n\nEnjoy! \n⸻\nAudio podcast on all podcast platforms: https:\u002F\u002Ftoolkit.tkopod.com\u002Fpodcast\nFree weekly business ideas newsletter: https:\u002F\u002Ftkopod.com\nPrivate community where we build cool businesses together: https:\u002F\u002FTKOwners.com\nLearn more about me: https:\u002F\u002Fwww.chrisjkoerner.com\u002F\nBusiness ideas shorts channel: https:\u002F\u002Fwww.youtube.com\u002F@thekoernerofficeideas?sub_confirmation=1   \nThe Koerner Office highlights: https:\u002F\u002Fwww.youtube.com\u002F@thekoernerofficehighlights?sub_confirmation=1\nAI-enabled accounting software, because Quickbooks SUCKS: https:\u002F\u002Flazybooks.com\u002F\n---\nThis video is for educational and entertainment purposes only. It does not constitute financial, business, or legal advice. Any business examples, tools, or strategies shown are for demonstration only and may not produce the same results for you. We do not guarantee earnings, outcomes, or success. Always conduct your own due diligence, comply with applicable laws, and use these ideas responsibly.\n\nWe do not encourage duplication of copyrighted material or existing business assets. Always ensure your use complies with copyright and intellectual-property laws.\n\nSome links may be affiliate links, meaning I may earn a commission at no extra cost to you.\n---\n#AIautomation #AIsales #GoHighLevel #LeadGeneration #BusinessIdeas #SideHustle #Entrepreneurship #MakeMoneyOnline #SmallBusiness #SMBtools #AIagents #AutomationTools #DigitalMarketing #SalesSystems #PassiveIncome #OnlineBusiness #ClientAcquisition #StartupIdeas #BusinessTips #MarketingAutomation #TextMarketing #SMSmarketing #CRMtools #AppointmentBooking #AgencyLife #ServiceBusiness #B2Bsales #ColdOutreach #GrowthHacking #BusinessGrowth #AIbusiness #TechForBusiness #Funnels #SalesFunnel #OnlineIncome #HighTicketSales #RecurringRevenue #BusinessAutomation #AItools #EntrepreneurMindset",{},"\u002Fsummaries\u002Ffb5eca477f205f87-build-sell-ai-missed-call-agents-for-500-2k-mo-summary","2026-04-03 23:30:21","2026-04-05 16:12:56",{"title":4565,"description":4654},{"loc":4656},"fb5eca477f205f87","Chris Koerner","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=g4-3AxelI_Y","summaries\u002Ffb5eca477f205f87-build-sell-ai-missed-call-agents-for-500-2k-mo-summary",[97,4667,4668,98],"indie-hacking","saas","57% of sales go to the first responder—build a GoHighLevel AI agent to auto-text missed calls, hold human-like SMS conversations, book appointments, then dogfood the system with ringless voicemail to land SMB clients at $500-2K\u002Fmonth.",[98],"q0wnkk5HBuFrDpwEr12HydT1pprE0dNW9zs43I1wWcI"]