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The Steady Beat - Issue 25.10.5

Older but better AI models, calm under fire, your mom hates your app, and over-optimization meets performance theater.

October 31st, 2025

by Henry Poydar

in Newsletter

You’re reading The Steady Beat, a weekly pulse of must-reads for anyone orchestrating teams, people, and work across the modern digital workplace – whether you’re managing sprints, driving roadmaps, leading departments, or just making sure the right work gets done. Curated by the team at Steady.

Trapped Wins

Picture this: You’re stuck on a runway, engines humming, watching your already-delayed flight get delayed again – not for weather, not for mechanical issues, but because some efficiency team optimized fuel loads so precisely that any disruption means refueling. Welcome to the world of local minima, where every team’s winning scorecard adds up to a losing business. Mike Fisher’s sharp analysis uses this airline nightmare as a perfect metaphor for what happens when departments chase their own metrics without considering the whole. The fuel team hits their efficiency targets. Operations celebrates lean inventory. Finance high-fives over cost reductions. Meanwhile, customers are groaning on tarmacs, sales can’t meet demand spikes, and engineering falls behind on innovation. Each silo shows green dashboards while the company quietly slips into mediocrity. The kicker? Only leaders with cross-functional authority can break this trap, but most are too removed from daily decisions to spot the pattern. Fisher argues we need counterbalancing metrics—where on-time departures matter as much as fuel efficiency, where retention weighs against acquisition. Without someone owning the global maximum instead of celebrating local wins, your company might already be sitting idle while competitors fly overhead.

Fish Food for Thought, 7m, #optimization, #leadership, #silos

Old School

Here’s a plot twist your engineering team didn’t see coming: developers are dumping the shiniest new AI models for their older siblings. After analyzing 16 billion tokens of production data, Augment Code discovered that Claude Sonnet 4.0’s usage jumped from 23% to 37% in just one week, while the newer Sonnet 4.5 actually declined from 66% to 52%. This isn’t buyer’s remorse, it’s strategic specialization. The data reveals each model has found its niche: Sonnet 4.5 excels at complex multi-file refactoring (generating 37% more output but making fewer tool calls, suggesting deeper reasoning), while 4.0 dominates quick, deterministic completions with 27% more tool calls per user message. GPT-5 carved out the middle ground for documentation and code walkthroughs. The takeaway for your teams? Stop chasing version numbers and start matching models to task profiles. That legacy model gathering dust might be exactly what your API generation pipeline needs, while the cutting-edge version handles your architectural planning. The industry is fragmenting from a single “best model” race into specialized cognitive toolsets.

Augment Code, 8m, #ai-engineering, #model-selection, #developer-productivity

Stay Cool

When AWS went down and half the internet caught fire, the author noticed something telling: engineering teams stayed calm while executives lost their minds. “DO SOMETHING!” they screamed at people who were, in fact, already doing something. Here’s the thing about incident response that every team leader needs tattooed on their forearm – panic is performance art, not problem-solving. Fire departments don’t treat fires as emergencies because they’ve got the training, tools, and temperament to handle them. Your incident responders should be the same way. The worst thing you can do when systems are burning is set your team on fire too. Stressed people make mistakes, compound problems, and turn recoverable incidents into career-limiting disasters. Meanwhile, the stakeholders screaming at you? They’re not mad about the incident – they’re terrified of feeling powerless while customers breathe down their necks. The antidote isn’t matching their energy; it’s methodical updates every ten minutes, even if it’s just “still investigating.” Keep stakeholders off the response calls, give them their own channel, and remember that in a crisis, your calmness isn’t indifference, it’s leadership. Build a culture where “fires aren’t emergencies for the fire department” becomes your mantra, run practice incidents when stakes are low, and watch how much faster your team resolves real problems when nobody’s hair is on fire.

Chaotic Good Management, 6m, #incident-response, #leadership, #crisis-management

Embrace Simplicity

The gap between powerful free software and normal users isn’t about capability – it’s about cognitive load. When your mom needs to convert a video file, she doesn’t want to navigate Handbrake’s 47 encoding options, bitrate sliders, and codec dropdowns. She wants one button that makes her video work. This principle should haunt every product manager and engineering lead: 99% of users need 1% of features. The author’s solution? Magicbrake, a one-button wrapper for Handbrake that does exactly what most people need – turns weird video files into normal MP4s. No settings. No confusion. Just results. The pushback from power users is predictable: “But what about advanced features?” That’s the wrong question. The right question is: How many potential users are we alienating with our feature-maximalist interfaces? Your sophisticated backend architecture means nothing if normal people flee at first sight. Consider this your permission slip to build simpler frontends, hide advanced options by default, and stop conflating feature completeness with user success. The most elegant engineering solution might be knowing what not to show.

Daniel Delaney, 3m, #ux, #simplicity, #product-design


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A weekly pulse of must-reads for anyone orchestrating teams, people, and work across the modern digital workplace — whether you're managing sprints, driving roadmaps, leading departments, or just making sure the right work gets done. Curated by the team at Steady.