// Topics / Teams
Teams
45 entries tagged “Teams”
- The Review Queue Is Your Real Agent Limit
· 4 min
Plan agent rollouts like capacity: risk-weighted review demand against effective reviewer-hours. Past the constraint, seats buy inventory, not throughput.
ai
operations
teams
Agent Scale Has a Company-Size Gap
· 4 min
Large firms report scaling AI agents; smaller ones sit flat. A small company needs one workflow with an owner, gate, boundary, spend cap, and off switch.
ai
strategy
operations
The Handoff Tax
· 4 min
80% report personal AI gains while EBIT impact stays flat. The handoff tax: task time down, throughput flat, queues rising at one nameable transition.
leadership
operations
ai
Don't Book the Cut Before the Work Disappears
· 4 min
Expected AI headcount cuts outran reported ones last year. Let forecasts drive scenarios; book a saving only once the work has observably gone.
leadership
teams
ai
The Rung Contract
· 4 min
Competency matrices describe skills. Apprenticeship needs a contract per rung: permission, evidence, reviewer, a promotion rule two managers apply alike.
leadership
teams
ai
The Junior Developer Cliff Is a Leadership Problem
· 4 min
AI eats the work juniors learned on. Rebuild apprenticeship around verification and ownership, or starve your senior bench.
leadership
ai
teams
The Diffusion Gap: Why Pilots Don't Become Capability
· 4 min
Most AI pilots pass the trial and then die. Closing the gap takes ownership, cadence, and incentives. Write exit criteria as operating changes.
ai
operations
leadership
Unsupervised
· 7 min
Producing the work can be handed to a machine. Answering for it cannot. What an organization values when machines do most of the making, what people are for, and four things to try this week.
opinion
ai
strategy
Leading Senior Engineers in the AI Era: Autonomy, Standards, and Accountability
· 4 min
Leading senior engineers on AI features: a written definition of done with an owned eval, a named failure mode, a rollback drill, and a paging threshold.
leadership
ai
teams
The Anti-Fragile AI Organization
· 4 min
A warm LLM fallback is a standing cost that needs an owner. Price portability per feature, and turn each vendor shock into a capability you keep.
teams
ai
reliability
The New Talent Stack: Product, Platform, and Applied AI Must Work as One System
· 2 min
AI organizations create leverage when product, platform, and applied AI are designed as one operating system instead of three kingdoms.
teams
ai
platform-engineering
The Post-Prototype AI Org: Operating Models That Survive Year Two
Canon post —
· 2 min
Year-two AI failure usually comes from org-design mismatch, not model-quality mismatch. The handoffs are where the system slows down.
ai
teams
leadership
The Operating Cadence: Turning AI Leadership Interfaces Into Predictable Output
Canon post —
· 3 min
Leadership interfaces decay without rhythm. A weekly metrics review, monthly outcome review, and quarterly architecture audit keep AI ownership real.
leadership
ai
operations
Designing the AI Leadership Bench: Roles, Interfaces, and Failure Boundaries
Canon post —
· 2 min
Scaling AI needs a leadership bench: named owners for product, platform, applied AI, and governance, with failure handoffs rehearsed before incidents.
leadership
teams
ai
Hiring for AI Teams: The Operator Profile That Scales
· 3 min
The AI hires that scale are operators who handle ambiguity, systems tradeoffs, and verification pressure. Four traits and four interview questions.
hiring
ai
leadership
Technical Leadership in the AI Era: Throughput Over Trends
· 3 min
Technical leadership in 2026: anchor decisions in throughput, verification, and operability instead of chasing the latest agent framework.
leadership
ai
teams
Stop Building Internal AI Tools No One Uses
· 4 min
Internal AI tools die quietly when teams optimize for launch over workflow fit, output trust, and post-launch ownership. One tool failed, one stuck.
productivity
ai
leadership
Why Most AI Platform Teams Become the New Bottleneck
Canon post —
· 3 min
AI platform teams become bottlenecks when they centralize decisions instead of capabilities. The warning signs, the metrics that expose it, and the fix.
platform-engineering
ai
teams
Build the System the Model Cannot Break
Canon post —
· 12 min
A manifesto for AI-native organizations: twelve tenets across strategy, architecture, economics, and people, and the one test that matters in year two.
opinion
ai
strategy
The CTO Communication Protocol for AI Programs
Canon post —
· 3 min
AI programs fail when engineers, executives, and investors hear different definitions of success. A communication cadence that keeps one true story.
leadership
ai
executive
AI Team Structures 2026: Central, Embedded, and Hybrid Models
· 8 min
Central, embedded, or hybrid AI team? How to decide where AI ownership lives, with roles, tradeoffs, platform-to-product ratios, and scaling rules.
teams
ai
architecture
AI and Team Productivity: Shared Infrastructure Wins
· 3 min
Individual AI speedups are a distraction. The real gains come from treating AI as team infrastructure, embedded in docs, decisions, and onboarding.
productivity
ai
teams
Building AI Teams: Ownership and Evaluation Beat Hiring
· 4 min
Most AI team failures come from unclear ownership and weak evaluation, not missing talent. Team structures that work, who to hire, and the operating loop.
ai
teams
hiring
Restructuring Engineering Orgs After Layoffs
· 5 min
Most post-layoff reorgs redraw boxes instead of fixing ownership gaps. What worked in 2023: explicit owners, killing work, and direct communication.
leadership
teams
Leading Engineering Teams Through Uncertainty
· 3 min
Early 2023 layoffs and budget cuts brought startup-style uncertainty to every engineering team. What helps: weekly updates, explicit stops, firm standards.
leadership
teams
startups
Resilient Engineering Teams Are Boring Teams
· 4 min
The engineering teams that got through 2022 best had the least drama: no heroics, no single points of failure, sane on-call, and bad news raised early.
teams
leadership
reliability
Tech Layoffs 2022: What I Saw From the Inside
· 5 min
What I saw during the 2022 tech layoff wave, and what helps engineering teams survive contraction without burning out.
leadership
teams
hiring
Engineering Documentation: Owners, Doc Types, Docs as Code
· 3 min
Engineering docs get ignored because nobody can find them, trust them, or tell what they are for. Owners, separate doc types, and docs as code fix it.
engineering
developer-experience
teams
Engineering Onboarding: Ship a Real PR by Day Three
· 4 min
Most engineering onboarding wastes the first week on access requests and context overload. The fix is simple: ship a real PR by day three.
hiring
leadership
teams
SRE Team Structures: Stop Renaming Your Ops Team
· 5 min
Centralized, embedded, or platform SRE: how each model fails, the engagement tiers and entry criteria I use, and why renaming ops to SRE changes nothing.
reliability
teams
leadership
Most 'Technical Debt' Is Just Decisions You Disagree With Now
· 4 min
Most 'technical debt' is code that aged, not debt. How to spot real debt by its costs (incidents, delivery, security, hiring) and get fixes funded.
technical-debt
leadership
architecture
Remote Work for Engineering Teams: Benefits and Dangers
· 6 min
Years of running distributed engineering teams: what remote work gives you, where it hurts (isolation, blurred boundaries, eroding trust), and what works.
remote-work
leadership
teams
Hybrid Work for Engineering Teams Is Harder Than Full Remote
· 4 min
Hybrid engineering teams drift into a two-tier system unless you run them remote-first: written decisions, async defaults, outcome-based reviews.
remote-work
teams
leadership
Distributed Engineering Teams: What Works Six Months In
· 4 min
Remote-first since before COVID, I watched everyone else scramble. What works for distributed engineering teams six months in, and what still doesn't.
remote-work
teams
engineering
Remote Overnight: The First Two Weeks for Engineering Teams
· 3 min
COVID sent engineering teams home overnight. What matters in the first two weeks: working access, decent hardware, three enforced norms, and new hires.
remote-work
engineering
teams
Engineering Onboarding: First PR on Day One
· 6 min
Most engineering onboarding is a polite abandonment ritual. What I've learned across startups about getting new engineers shipping fast.
hiring
engineering
teams
Scaling Engineering Teams: What Breaks at 10, 25, and 50
· 5 min
How engineering teams change as they grow: what breaks at each size, explicit ownership, written decisions, and process that follows pain.
engineering
leadership
teams
Code Reviews: Fixing Rubber Stamps and Nitpick Wars
· 4 min
Most code reviews are theater. How we fixed ours at a fintech startup: review for risk, label comments, small PRs with a template, and same-day turnaround.
engineering
teams
Building a Platform Team: Lessons from Our First Year
· 5 min
Standing up a small platform team at a fintech startup: tight scope, infrastructure run as a product, paved roads over mandates, and what I'd change.
platform-engineering
teams
engineering
Async-First Engineering Teams: Cutting Decision Latency
· 4 min
How our fintech team cut meetings and decision latency across time zones: written decisions, response-time rules, and calls only when they earn it.
remote-work
leadership
teams
Code Review Quality: Stop Counting Reviews, Start Reading
· 4 min
Most code reviews are rubber stamps. What made ours useful at a fintech startup: read the change, skip style nits, label comments, small PRs, automation.
engineering
testing
teams
Security Champions: Startup Security Without a Security Team
· 5 min
No budget for a security team? Turn one motivated engineer per team into a security champion. How we run it at an eight-engineer fintech startup.
security
startups
engineering
Building a Startup Engineering Team: Lessons from 2016
· 5 min
What growing an engineering team at a mobility startup in 2016 taught me about hiring, trust, and the habits that actually matter.
teams
engineering
leadership
Building a Security-First Engineering Culture
· 5 min
Security culture is habits leadership enforces: no secrets in code, a security question on every PR, least privilege, patch deadlines, and champions.
security
engineering
teams
Building a DevOps Culture from Scratch
· 5 min
Hiring a DevOps engineer won't end the dev vs ops fight. Put developers on the pager, pilot with one team, and fix incentives before tools.
devops
teams
engineering