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Show HN: A working reference implementation of context engineering

21 points - last Friday at 6:20 PM


I've been presenting at local meetups about Context Engineering, RAG, Skills, etc.. I even have a vbrownbag coming up on LinkedIn about this topic so I figured I would make a basic example that uses bedrock so I can use it in my talks or vbrownbags. Hopefully it's useful.

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  • rao-v

    today at 1:26 AM

    I don’t really think this reflects the current era of challenges?

    The “enforcement layer” is the hardest and most important part, and is barely addressed.

    - is the answer structurally / syntactically valid?

    - is it appropriately grounded and evidenced?

    - is it accurate? In what ways does it fall short?

    Each of these should be triggering an agent to rework and resubmit etc. or failing that a disclosure to the user about how the answer falls short and should be reviewed / remediated.

    This feels like it’s from the era of trying to oneshot a good enough answer.

    • slashdave

      today at 12:08 AM

      > the information an AI system needs to produce accurate ... outputs

      I would have stuck a qualifier in there

      • r4ge

        today at 12:18 AM

        I feel like AI is going to be doing all the fun stuff and I will just left organizing the data and docs it needs to generate code.

          • ayuhito

            today at 12:55 AM

            Welcome to becoming a project manager.

        • tmpz22

          today at 12:30 AM

          Putting engineering after a term doesnt make it engineering.

            • jryio

              today at 1:26 AM

              Software engineering is certainly not engineering. Even at the highest levels. Real engineering have infinitely more complex interactions in the physical world than symbolic institutions for machines.

              • slashdave

                today at 12:43 AM

                Probably just using the convention started by the term "prompt engineering", which is forgivable.

                  • sroussey

                    today at 12:57 AM

                    not sure i forgive "prompt engineering"