Showing 361–380 of 522 insights
TitleEpisodePublishedCategoryDomainTool TypePreview
RAG Over Engineering AnecdoteEp 8 (Audio Only)7/18/2025StoriesAi-development-
A real-world agent challenge at work was more effectively solved with a straightforward vectorized RAG approach, drastically outperforming prior engin...
Accelerated Employee EarnoutsEp 8 (Audio Only)7/18/2025StoriesAi-development-
Cognition Labs accelerated earnouts and fully vested shares for the remaining Windsurf employees upon acquisition, demonstrating employee-centric M&A ...
First Wave Cloud ParallelsEp 8 (Audio Only)7/18/2025StoriesAi-development-
Aaron Levy recounted his experience during the first cloud wave, noting mixed CIO reactions, and contrasted that with unanimous enthusiasm for AI toda...
Underutilized Research LicensesEp 8 (Audio Only)7/18/2025Stories--
Tom Spencer recounts that large research institutions often hold licenses for dozens of software tools but track minimal active usage, highlighting in...
Value of Customer RenewalsEp 8 (Audio Only)7/18/2025StoriesAi-development-
Tom recounts that retaining and renewing existing enterprise customers is far more cost-effective than chasing entirely new prospects due to lengthy s...
Extreme Payback CasesEp 8 (Audio Only)7/18/2025StoriesAi-development-
Notable companies like Zoom and Elastic report CAC payback periods exceeding 100 months, exemplifying the unsustainability of current customer acquisi...
Cipher Model PulledEp 8 (Audio Only)7/18/2025StoriesAi-development-
Tom recounted that OpenRouter’s mystery cipher model was pulled after Sam Altman expressed disappointment in its performance.
CLI Model Swap StoryEp 8 (Audio Only)7/18/2025StoriesAi-development-
Cameron shared how he hacked the Claude CLI to swap in the Kimmy model, demonstrating rapid prototype workflows without UI changes.
Rapid Model IntegrationEp 8 (Audio Only)7/18/2025StoriesAi-development-
Providers can integrate newly released models within a day, leading to frustration for those without advance notice, as seen with Deep Seek.
Underestimating vectorization benefitsEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesBackend-
Cameron initially thought his real estate data was too small for vectorization but found it outperformed prompt engineering when implemented.
GPU Experimentation MisstepEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesFrontend-
Tom purchased an Nvidia GPU and installed ChatRTX but found it unsuitable for his use case, leading him to custom-code his own RAG tooling.
Complex Pipeline LessonsEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesDevops-
Cameron shares that building an elaborate agent hierarchy for mapping user intents to JSON schemas proved less effective and more resource-intensive t...
Pivot from Reasoning to SearchEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesDevops-
Initially building complex reasoning pipelines for NL-to-JSON conversion, the team discovered a lightweight vector search approach solved their inspec...
Agent Problem SolutionEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesDevops-
At work, a simple vectorized RAG pipeline dramatically outperformed multiple engineered strategies in solving a specific agent-driven use case.
Windsurf Acquisition DramaEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesAi-development-
After a failed $3 billion deal with OpenAI, Google acquired key Windsurf researchers under a $2.4 billion licensing agreement while Cognition Labs lat...
Government Over-spending AnecdoteEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025Stories--
Tom recalls how the U.S. government allegedly spent excessively on ServiceNow licenses without actually using the software, prompting calls for reimbu...
Value of RenewalsEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesFrontend-
Securing contract renewals with existing clients delivers far more predictable ROI than pursuing new enterprise deals, which involve lengthy sales cyc...
Mind-Blowing SaaS AnalysisEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025Stories--
Cameron discovered a Clouded Judgment Substack post that revealed many public SaaS firms have payback periods so long they risk collapse, which prompt...
Cipher Model FrustrationEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesAi-development-
Tom Spencer’s tests of the Open Router cipher model showed it failing basic coding tasks, highlighting a mismatch between model training purpose and t...
Perplexity's Rapid Post-TrainEp 8 - Kimi2, Is RAG still a thing? and the coming SaaS bloodbath.7/18/2025StoriesAi-development-
Perplexity publicly shared they began post-training a newly released model within a day of its launch, showcasing agile model adoption pipelines.
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