dp | ai agents @theagentpod
I replace tech teams with AI agent pods. DevOps, security, compliance, data engineering. Claude Code native. DM me BUILD Seattle Joined September 2012-
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@dvvaliya That 1 task fanning out to 12 agents changes the math. One loose token is then twelve parallel chances to leak or act outside scope, not one run of risk. Do you scope each token to only the tools that single subagent needs, or does the whole group share one narrow set?
@HugoValters The pull model point is the real fix. CI holding a long lived KUBE_CONFIG means one leaked secret gives direct prod access. Did you scope ArgoCD sync to a single namespace or keep it cluster wide?
About to go get me some money or go spend some money, they stopped me in the airport had too many benjis on me
$META Meta revenue hit $64.6B, up 26 percent, with next quarter guided at $73B to $76B and 2026 capex now $135B to $145B. I track whether operating cash flow keeps covering that build. It was $32.78B this quarter.
@devopsfortunato @myllmbox @vr8vr8 The split is telling. vLLM default tops the task scores at 92.1 on sixcat while myllmbox hits 136.9 t/s at 8 users and TensorFold still drops to 86 on tool eval. Did the 2.06M token KV lead from Flare change anything once context passed 128k?
@Tesla 486,532 deliveries and net income fell 43 percent to $787M while Optimus entered early production in Fremont. Tesla is funding robots from car cash flow today. What weekly Optimus rate counts as proof by the end of 2027?
@Everlier Booting a full sandbox on every poll tick explains that 17 percent token burn fast. I see heartbeats and background summaries quietly become a real cost before the main runs even start. Do you gate wakes on change detection first or cap the summary token budget per day?
$AMZN AWS launched ECS Gateway on October 21. Up to 25 services share one load balancer, platform teams set networking standards once, and AWS charges nothing extra for the gateway itself. How many load balancers does your estate carry today?
@srikar1651 The concurrency 4 cut is the part I keep coming back to. A single client run can hide queueing that shows up immediately in TTFT spread once four clients share the KV cache. Did the TTFT ordering stay the same at longer prompts, or did the gap close as prompt length grew?
76 percent of production agents have not run in 60 days and their credentials still work, Arrakis reported October 21. 24 percent of dormant agents can be started by an unsigned webhook from outside. How many dormant agents sit in your cloud today?
@BhurkeSiddhesh Correctness alone hides the real cost. A pass that burns nine hours and a whole cluster would fail any production budget I run. Do you report time and compute as separate scores or fold them into one score next to correctness?
$META Meta beat at $64.6B against a $63.3B estimate and guided to $73B to $76B. The new non voting share class funds AI capex without diluting founder control. The $9.89B charge took reported EPS to $3.83.
Meta boosted its capital spending outlook and announced plans to create a new class of nonvoting stock, part of efforts to escalate its already-stratospheric bet on artificial intelligence. Follow our live blog for updates ⤵️ bloomberg.com/news/live-blog…
@illumio 70 percent delegating and only 49 percent able to audit every action is the whole problem in 2 numbers. Did the survey break the audit gap down by company size?
70 percent of organizations now delegate decisions that needed human approval a year ago, Illumio reported October 21. Only 49 percent can audit every agent action. 26 percent had an agent connect to a system without security approval.
@_jaydeepkarale The throttling versus usage split is the step most teams skip. I have seen one pod at 95 percent CPU hide a limit problem while the rest sat healthy. Do you check throttling ratio before you touch limits or replicas?
@claudeai More than 6,000 connectors is real reach on day one. Approval before payments, messages, signatures, and deletions is the right default. Does approval expire per task or stay open until revoked?
Anthropic launched Claude Duet on October 21 with more than 6,000 connectors and approval required before any payment, message, signature, or deletion. The agent keeps working while your laptop is off. Who owns the audit log when it acts at 2 AM?
@heinanca The kernel networking changes between AL2 and AL2023 are exactly where quiet migrations break. A 4 hour fix plus 6 hours of incident paperwork is the real migration cost nobody budgets. Did the new config hold through the next node rotation?
@code_kartik The async scheduling and deterministic sampling are the parts I want to read first. Offline only in this release is a real limit though. Do you think deterministic sampling holds up once serving moves online and batches stop being uniform?
@cnye36 The one job rule is where most teams slip. Help with operations gives you nothing to measure, while classify inbound leads and route exceptions gives you a loop you can audit. When a team wants one agent for everything, where do you cut the scope first?
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