jm + technical-debt   4

'STELLA Report from the SNAFUcatchers Workshop on Coping With Complexity', March 14-16 2017
'A consortium workshop of high end techs reviewed postmortems to better understand how engineers cope with the complexity of anomalies (SNAFU and SNAFU catching episodes) and how to support them. These cases reveal common themes regarding factors that produce resilient performances. The themes that emerge also highlight opportunities to move forward.'

The 'Dark debt' concept is interesting here.
complexity  postmortems  dark-debt  technical-debt  resilience  reliability  systems  snafu  reports  toread  stella  john-allspaw 
4 days ago by jm
The Technical Debt Quadrant
Martin Fowler's take on the 4 kinds of tech debt
programming  design  tech-debt  technical-debt  deadlines  product  ship 
october 2016 by jm
"Hidden Technical Debt in Machine-Learning Systems" [pdf]
Another great paper about from Google, talking about the tradeoffs that must be considered in practice over the long term with running a complex ML system in production.
technical-debt  ml  machine-learning  ops  software  production  papers  pdf  google 
december 2015 by jm

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