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Agno Framework Design Document

Table of Contents

1. Introduction
2. Architectural Philosophy
3. High-Level System Architecture
4. Agent Architecture
5. Agentic Context Architecture
6. Agent History Management

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How AutoGPT Implements Observe → Reasoning → Action → Observe Feedback Loops

AutoGPT implements a sophisticated feedback loop system through its interaction loop architecture that closely follows the observe-reasoning-action pattern. Here's a detailed breakdown:

1. OBSERVE Phase - Information Gathering

Previous Action Results

AutoGPT observes the results of previous actions through the ActionResult system:

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{  
  "ociVersion": "1.0.1-dev",  
  "process": {  
  "terminal": true,  
  "user": {  
  "uid": 0,  
  "gid": 0  
  },  
  "args": [  
      "/bin/bash"  

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import com.carrotsearch.randomizedtesting.RandomizedRunner;
import org.jboss.byteman.contrib.bmunit.BMRule;
import org.jboss.byteman.contrib.bmunit.BMRules;
import org.jboss.byteman.contrib.bmunit.BMRunnerUtil;
import org.jboss.byteman.contrib.bmunit.BMScript;
import org.jboss.byteman.contrib.bmunit.BMScripts;
import org.jboss.byteman.contrib.bmunit.BMUnit;
import org.jboss.byteman.contrib.bmunit.BMUnitConfig;
import org.jboss.byteman.contrib.bmunit.BMUnitConfigState;

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$ sudo   /usr/local/sbin/ply -D  -c 'kprobe:vfs_read{ printf("%v: %v\n", comm(), arg(0)); }'
symtable:
ast:
`-> <script> (type:script/none size:0x0 loc:nowhere)
    `-> kprobe:vfs_read (type:probe/none size:0x0 loc:nowhere)
        `-> <auto>.printf (type:call/none size:0x0 loc:reg/0)
            |-> "%v: %v\n"(type:str/str size:0x8 loc:virtual)
            `-> <rec> (type:rec/none size:0x20 loc:stack/-0x20)
                |-> 0 (type:int/int size:0x8 loc:stack/-0x20)

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pool-1-thread-126" #152 prio=5 os_prio=0 tid=0x00007f34ec6ae800 nid=0xc03f waiting on condition [0x00007f3416be9000]
   java.lang.Thread.State: TIMED_WAITING (parking)
        at sun.misc.Unsafe.park(Native Method)
        - parking to wait for  <0x0000000080451948> (a java.util.concurrent.locks.AbstractQueuedSynchronizer$ConditionObject)
        at java.util.concurrent.locks.LockSupport.parkUntil(LockSupport.java:256)
        at java.util.concurrent.locks.AbstractQueuedSynchronizer$ConditionObject.awaitUntil(AbstractQueuedSynchronizer.java:2120)
        at org.apache.http.pool.AbstractConnPool.getPoolEntryBlocking(AbstractConnPool.java:378)
        at org.apache.http.pool.AbstractConnPool.access$200(AbstractConnPool.java:69)
        at org.apache.http.pool.AbstractConnPool$2.get(AbstractConnPool.java:246)
        - locked <0x00000005d0231ab8> (a org.apache.http.pool.AbstractConnPool$2)

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bash-3.2$ python
Python 2.7.10 (default, Feb  6 2017, 23:53:20) 
[GCC 4.2.1 Compatible Apple LLVM 8.0.0 (clang-800.0.34)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> def func(arg1, arg2, arg3, arg4, arg5, arg6, arg7, arg8, arg9, arg10, arg11, arg12):
def func(arg1, arg2, arg3, arg4, arg5, arg6, arg7, arg8, arg9, arg10, arg11, arg12):
...     return arg1+arg2+arg3+arg4+arg5+arg6+arg7+arg8+arg9+arg10+arg11+arg12
    return arg1+arg2+arg3+arg4+arg5+arg6+arg7+arg8+arg9+arg10+arg11+arg12
... 

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frequent YGC.

# To display the perf.data header info, please use --header/--header-only options.
#
#
# Total Lost Samples: 0
#
# Samples: 535K of event 'cycles'

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export PATH=/usr/local/sbin:$PATH

export JAVA_HOME="$(/usr/libexec/java_home -v 1.8)"

# GOLANG
export GOPATH=$HOME/software/gopath
export PATH=$PATH:$GOPATH/bin

# GNU TAR
export PATH=/usr/local/opt/gnu-tar/libexec/gnubin:$PATH

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#!/usr/bin/env bash

set -e

VER=$1
PROJ="etcd"

if [ -z "$1" ]; then
        echo "Usage: ${0} VERSION" >> /dev/stderr
        exit 255